{"id":"W4388325995","doi":"10.1016/j.esmoop.2023.102058","title":"On finding acceptance","year":2023,"lang":"en","type":"letter","venue":"ESMO Open","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Feeling; Mentorship; Psychology; Medical education; Workforce; Medicine; Social psychology; Political science; Law","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001234758,0.0002001835,0.0005247949,0.0001990581,0.000102455,0.00009548361,0.0006280055,0.000638038,0.00418839],"category_scores_gemma":[0.03209464,0.000149989,0.00008183479,0.0003036862,0.00006147999,0.00006919756,0.000287324,0.00368193,0.008286637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220835,"about_ca_system_score_gemma":0.004343549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006847704,"about_ca_topic_score_gemma":0.00003155696,"domain_scores_codex":[0.9968452,0.00009997165,0.0002567852,0.0004161854,0.001078034,0.001303761],"domain_scores_gemma":[0.9964366,0.0008289408,0.00007237157,0.0005991138,0.00006017897,0.002002821],"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":[0.00007643048,0.00001710086,0.00003585396,0.0003609076,0.00003042094,0.004191292,0.00003500179,5.515595e-8,0.000001051111,0.00003128953,0.9760492,0.01917136],"study_design_scores_gemma":[0.000826629,0.0004322608,0.001260954,0.001449375,0.00001680733,0.00001970948,0.000007264038,0.000006622355,0.00002708171,0.0002922039,0.9955313,0.0001297986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002090419,0.00001856619,0.000007399474,0.8808956,0.0006582304,0.001259777,0.00003040654,0.00007150347,0.1168495],"genre_scores_gemma":[0.0002286701,0.0001505444,0.0000847741,0.8240552,0.003576169,0.000107943,0.0003794698,0.00007086695,0.1713464],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05684038,"threshold_uncertainty_score":0.9986166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.392402525894446,"score_gpt":0.5293103077383241,"score_spread":0.1369077818438781,"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."}}