{"id":"W4387866069","doi":"10.1001/jamainternmed.2023.5524","title":"Thinking Differently—On Solitude and Productivism—Reply","year":2023,"lang":"en","type":"letter","venue":"JAMA Internal Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Sign (mathematics); Neurology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00473783,0.0006785044,0.0008527442,0.0006995611,0.005792766,0.003459609,0.002200143,0.03943588,0.01063928],"category_scores_gemma":[0.03741489,0.0006177547,0.0008268881,0.0008822423,0.005132698,0.006184603,0.001762262,0.03941212,0.006019366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004154999,"about_ca_system_score_gemma":0.00511176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031477,"about_ca_topic_score_gemma":0.01081431,"domain_scores_codex":[0.9973947,0.000813333,0.0003357336,0.0003615203,0.0006572902,0.0004374654],"domain_scores_gemma":[0.9790435,0.01399566,0.0008038002,0.0005288311,0.003150196,0.002478048],"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":[0.00003825695,0.00004158079,0.001250757,0.00002212374,0.000008457677,0.0007691698,0.001166647,0.00002125408,0.00006228113,0.002687447,0.987842,0.006089993],"study_design_scores_gemma":[0.0001933893,0.0001573468,0.008267977,0.0007399441,0.00004616164,0.006673771,0.01367134,0.0008155244,0.0004171437,0.0233241,0.9454988,0.0001945891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005171843,0.0002301788,0.00003187485,0.9950283,0.003012131,0.000004251411,0.00002050245,0.00001417365,0.00114156],"genre_scores_gemma":[0.00706936,0.0003095193,0.00009273474,0.9852433,0.004965927,0.00002831769,0.00001308824,0.00001592673,0.002261781],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03943588,"threshold_uncertainty_score":0.03559196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.539563210316864,"score_gpt":0.5363612797626995,"score_spread":0.003201930554164512,"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."}}