{"id":"W4417328450","doi":"10.1016/j.fhj.2025.100488","title":"In medicine, good things don’t come to those who wait","year":2025,"lang":"en","type":"article","venue":"Future Healthcare Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Government (linguistics); Perspective (graphical); Work (physics); Set (abstract data type); Agency (philosophy)","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01283071,0.0005147367,0.001317919,0.001300333,0.002271144,0.00005727753,0.0009708004,0.001021117,0.001251744],"category_scores_gemma":[0.002920699,0.0004157381,0.0001490171,0.002046641,0.0001040006,0.001123472,0.0003413752,0.009275081,0.0003797555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002236739,"about_ca_system_score_gemma":0.004461574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088602,"about_ca_topic_score_gemma":0.01500595,"domain_scores_codex":[0.9854895,0.007690755,0.002917256,0.0007403797,0.001196892,0.001965194],"domain_scores_gemma":[0.9927288,0.002429643,0.001091861,0.0009184615,0.001297999,0.001533199],"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":[0.0007003398,0.0001726689,0.1749116,0.003357802,0.0000798968,0.0003412772,0.05832669,0.000003773693,0.00006360001,0.09131837,0.6421703,0.02855372],"study_design_scores_gemma":[0.001772916,0.0003791227,0.1020421,0.00575843,0.00002881502,0.0000714221,0.03982498,0.00001660163,0.000004212562,0.008173659,0.8416012,0.0003265423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05301263,0.008763083,0.0005139121,0.9058177,0.01797193,0.001924639,0.00003057668,0.0001587016,0.01180686],"genre_scores_gemma":[0.1790652,0.008426399,0.003685912,0.7760081,0.02043418,0.0003098776,0.00002209579,0.0001511968,0.01189715],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1994309,"threshold_uncertainty_score":0.9998295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3419681043576338,"score_gpt":0.5578137069056439,"score_spread":0.2158456025480102,"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."}}