{"id":"W2019230727","doi":"10.1136/bmj.39273.574479.be","title":"Time to move forward","year":2007,"lang":"en","type":"letter","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Harm; Anxiety; Medicine; Renal function; Psychology; Pediatrics; Psychiatry; Internal medicine; Social psychology","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007173997,0.0004459152,0.0008285085,0.0003986432,0.000560632,0.00002241313,0.0006502034,0.002923309,0.01169457],"category_scores_gemma":[0.003462414,0.0004224921,0.0001773959,0.0003697984,0.00006814743,0.0001788611,0.0004025947,0.008109055,0.1885401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007483761,"about_ca_system_score_gemma":0.001563442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209807,"about_ca_topic_score_gemma":0.0001296592,"domain_scores_codex":[0.9913677,0.003522811,0.001604103,0.0007603917,0.001079219,0.001665786],"domain_scores_gemma":[0.992172,0.004440735,0.0009768497,0.00144543,0.0005336971,0.0004312886],"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":[0.00004462812,0.00001446821,0.0002177594,0.001018417,0.00004811617,0.0003439227,0.001017002,2.376928e-7,0.000003074302,0.0000313343,0.9916779,0.00558318],"study_design_scores_gemma":[0.0002290538,0.00006385556,0.001152836,0.0006417346,0.00004092659,0.00000720579,0.0001869876,0.00000466206,0.000002114295,0.0001421352,0.9970683,0.0004601744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002715183,0.0001046055,0.0002243449,0.8428802,0.002412156,0.003485479,0.0001921273,0.0002747266,0.1501548],"genre_scores_gemma":[0.000007337779,0.00001068412,0.001589401,0.7224963,0.02241838,0.0003976836,0.0002408507,0.0001298891,0.2527095],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1768456,"threshold_uncertainty_score":0.9998227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5620956075480458,"score_gpt":0.5845900459268654,"score_spread":0.02249443837881959,"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."}}