{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004949042,0.0006043124,0.0005278974,0.003122335,0.002773083,0.002313564,0.001110892,0.0009627761,0.00248827],"category_scores_gemma":[0.02391244,0.0003801602,0.0003416742,0.002836445,0.001609839,0.001454936,0.001516695,0.001321573,0.000431918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003855611,"about_ca_system_score_gemma":0.002688858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02147301,"about_ca_topic_score_gemma":0.04159449,"domain_scores_codex":[0.9950218,0.003417762,0.0001635302,0.0003071777,0.0005837362,0.0005060023],"domain_scores_gemma":[0.9763144,0.01633157,0.002219323,0.000320783,0.004060966,0.0007529755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004653957,0.0006994716,0.0349738,0.001234756,0.00002825438,0.004250535,0.9109491,0.0001659256,0.005551517,0.0005625276,0.001778611,0.03934017],"study_design_scores_gemma":[0.00004585063,0.0009818755,0.06803047,0.000656806,0.00003663988,0.001409984,0.9146935,0.0006861227,0.001857168,0.0002089238,0.01133301,0.00005955276],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905022,0.0004854879,0.002313512,0.0002965961,0.00004000536,0.0008536549,0.0005162999,0.00001568986,0.004976419],"genre_scores_gemma":[0.9878429,0.001203174,0.004987537,0.0003041731,0.00005446112,0.001492173,0.0005853967,0.00003032875,0.003499988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02147301,"threshold_uncertainty_score":0.042696,"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."}}