{"id":"W4212985346","doi":"10.14206/canad.j.clin.nutr.2022.01.01","title":"Osteoporosis -What are the Solutions?","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Clinical Nutrition","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Osteoporosis; Medicine; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003026661,0.00007049951,0.0003471824,0.0002118135,0.0007308866,0.0000621706,0.0001872758,0.0000782128,0.000898038],"category_scores_gemma":[0.001148746,0.0000524704,0.0003130633,0.0003390533,0.0001909712,0.0001740717,0.00002439477,0.001301262,0.00002131353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305111,"about_ca_system_score_gemma":0.002636202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009155257,"about_ca_topic_score_gemma":0.004341546,"domain_scores_codex":[0.9976805,0.000437723,0.0009184878,0.0001160976,0.0004685062,0.0003786414],"domain_scores_gemma":[0.9973267,0.0004278006,0.0003714484,0.0002129032,0.0004122413,0.001248866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001929904,0.001195844,0.1305127,0.0003215783,0.0001610094,0.001528199,0.0005435698,0.00002851407,0.000103243,0.0005509488,0.6867744,0.1763501],"study_design_scores_gemma":[0.004783859,0.002378551,0.1721924,0.0003585774,0.00009623278,0.001392117,0.01103515,0.00006991459,0.00002389709,0.001129229,0.8064361,0.0001039675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.755221,0.01620432,0.00001548403,0.2252611,0.002260999,0.0005727797,0.00005128294,0.000007527842,0.0004054895],"genre_scores_gemma":[0.988265,0.001848485,0.0001399652,0.008568372,0.0009282013,0.00002561855,0.00001523122,0.00001254234,0.0001966283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2330439,"threshold_uncertainty_score":0.9832886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322528708222873,"score_gpt":0.4035705954608109,"score_spread":0.2713177246385235,"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."}}