{"id":"W4311687287","doi":"10.1186/s13063-022-06944-z","title":"Oral vitamin D supplemental therapy to attain a desired serum 25-hydroxyvitamin D concentration in essential healthcare teams","year":2022,"lang":"en","type":"article","venue":"Trials","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec; McGill University; Centre Hospitalier de l’Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Vitamin D and neurology; Adverse effect; Placebo; vitamin D deficiency; Randomized controlled trial; Vitamin; Clinical endpoint; Clinical trial; Internal medicine; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005193363,0.000246923,0.0009739358,0.0002687078,0.0003163797,0.00003932875,0.0002071054,0.00006531761,0.001810888],"category_scores_gemma":[0.001043773,0.0002174062,0.0001706075,0.0006925975,0.00007811008,0.00009319994,0.0002463951,0.0003660079,0.00003619012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008530535,"about_ca_system_score_gemma":0.0004677176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008830193,"about_ca_topic_score_gemma":0.0004543482,"domain_scores_codex":[0.9948018,0.002020927,0.0009595932,0.0005069412,0.0009818714,0.0007289006],"domain_scores_gemma":[0.9986526,0.0005247465,0.0001751765,0.0003456756,0.00009009616,0.0002116791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005211767,0.00326416,0.238912,0.0004190986,0.0009184171,0.001194573,0.0190082,0.0003055833,0.5076804,0.0008665563,0.1337831,0.08843622],"study_design_scores_gemma":[0.1367038,0.01726411,0.5227323,0.0003854269,0.0002351301,0.0001972762,0.03665528,0.001398881,0.1928153,0.0005938826,0.0892705,0.001748219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971452,0.0005139536,0.00005554515,0.02207855,0.0004234708,0.004898548,0.000414386,0.00007219848,0.00009137175],"genre_scores_gemma":[0.9952075,0.0001372521,0.00042843,0.001528642,0.0003601673,0.001192468,0.0003182121,0.0000394846,0.0007878675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3148651,"threshold_uncertainty_score":0.9991016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210015780165828,"score_gpt":0.4390885493974539,"score_spread":0.3180869713808711,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}