{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005702362,0.0007110704,0.001406292,0.0006362288,0.0006681409,0.00006058052,0.0009189203,0.00139494,0.0008532933],"category_scores_gemma":[0.01690197,0.0005057534,0.0001062787,0.0002749352,0.0003695986,0.0002784709,0.0006830018,0.01648701,0.00125692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680578,"about_ca_system_score_gemma":0.0003515259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007145021,"about_ca_topic_score_gemma":0.0002665147,"domain_scores_codex":[0.9898941,0.003751002,0.001737077,0.001321991,0.001985391,0.001310441],"domain_scores_gemma":[0.9858068,0.0106682,0.001508986,0.001192007,0.0004872548,0.0003367052],"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":[0.000181151,0.00002938559,0.007724833,0.003718153,0.0001904501,0.0009115427,0.008262942,5.722526e-8,0.00002026615,0.0003598497,0.9727668,0.005834598],"study_design_scores_gemma":[0.001306442,0.0006989826,0.01806754,0.01632705,0.0001278642,0.00004215049,0.00141444,0.00001229307,0.000007263408,0.004464349,0.957112,0.0004196788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0166563,0.000561244,0.00007793299,0.9566466,0.01364834,0.001580477,0.00005563235,0.0005107298,0.01026273],"genre_scores_gemma":[0.006643055,0.0006360781,0.00006173998,0.8880371,0.06455459,0.0003048079,0.0002116094,0.0002291397,0.03932188],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06860952,"threshold_uncertainty_score":0.9999015,"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."}}