{"id":"W3129488620","doi":"10.1002/msc.1543","title":"An exploratory study using video analysis of rheumatology specialist nurses conducting methotrexate education consultations with patients","year":2021,"lang":"en","type":"article","venue":"Musculoskeletal Care","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Versus Arthritis; Arthritis Research UK","keywords":"Medicine; Rheumatology; Methotrexate; Exploratory analysis; Exploratory research; Internal medicine; Family medicine; Physical therapy; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001275467,0.0001539823,0.0005429726,0.0003988807,0.0001902752,0.00003730914,0.00007305459,0.00004695979,0.0002092872],"category_scores_gemma":[0.0003342994,0.0001349524,0.0001430534,0.001206204,0.0001872808,0.0002438771,0.00002627352,0.0001344648,0.0000028261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000785641,"about_ca_system_score_gemma":0.000687431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003898719,"about_ca_topic_score_gemma":0.002711966,"domain_scores_codex":[0.9982567,0.0004242811,0.000356238,0.0003514493,0.0003972123,0.0002141635],"domain_scores_gemma":[0.9973213,0.00009686653,0.000160246,0.0003962606,0.001869144,0.0001561533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001241805,0.001556117,0.9483876,0.0001755779,0.001781972,0.00002049454,0.02763075,0.00008327755,0.003116268,0.0001923996,0.000016767,0.01691457],"study_design_scores_gemma":[0.004502566,0.001807246,0.4172716,0.0003411999,0.001220657,0.00003438705,0.5705731,0.0002201777,0.00323995,0.00002365144,0.0003652817,0.0004002361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997556,0.001320945,0.00007120846,0.00002671452,0.0001613437,0.0004479211,0.00005496402,0.00002968145,0.0003312542],"genre_scores_gemma":[0.9978364,0.0001185388,0.001280749,0.00001868929,0.00001907582,0.00004420457,0.0006422999,0.00002404014,0.00001604461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5429423,"threshold_uncertainty_score":0.5503197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233998145695682,"score_gpt":0.3614341984163422,"score_spread":0.3290942169593853,"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."}}