{"id":"W4392791978","doi":"10.46856/grp.22.et183","title":"Trajectories","year":2024,"lang":"en","type":"article","venue":"Global Rheumatology","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wellesley Institute","funders":"","keywords":"Humility; Moderation; Active listening; Psychology; Immunosuppression; Medicine; Cognitive psychology; Intensive care medicine; Psychotherapist; Social psychology; Philosophy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006658038,0.0001224181,0.0003874048,0.0000585171,0.00005685206,0.000005220654,0.00005044164,0.0001249992,0.0001261914],"category_scores_gemma":[0.0000914359,0.00009545479,0.0000873418,0.0002236417,0.0002703582,0.00003256767,0.00002862978,0.0001423398,0.0008918681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009780739,"about_ca_system_score_gemma":0.0001892933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003425064,"about_ca_topic_score_gemma":0.000009628938,"domain_scores_codex":[0.9991332,0.00002422468,0.0002214303,0.0002448278,0.0001170896,0.0002592081],"domain_scores_gemma":[0.999592,0.00006721657,0.00001688676,0.0001790087,0.0000369842,0.0001078873],"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":[0.00007721161,0.00003825904,0.04416551,0.0004600724,0.000250924,0.001515539,0.0002022119,1.112519e-7,0.00003059321,0.08813895,0.8593776,0.005743071],"study_design_scores_gemma":[0.00064226,0.0001745449,0.007325616,0.0001948979,0.0001339162,0.01177308,0.0003254754,0.00006629508,0.00003830076,0.001872449,0.9773164,0.0001367429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4131851,0.0681888,0.0009524745,0.01237169,0.005640814,0.0002465971,0.00001634099,0.0009203845,0.4984778],"genre_scores_gemma":[0.9931933,0.0006120133,0.0003276961,0.004763132,0.0000608,0.00001957628,0.00001626568,0.00001138249,0.0009958732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5800082,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121906418285069,"score_gpt":0.2967358767649758,"score_spread":0.2845452349364689,"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."}}