{"id":"W4255241599","doi":"10.9738/0020-8868-96.4.i","title":"Moving Forward","year":2011,"lang":"en","type":"article","venue":"International Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Publishing; Medical education; Public relations; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00069624,0.00002775978,0.00004857751,0.00006531663,0.0001026129,0.00002303951,0.0002244329,0.00002815633,0.004172415],"category_scores_gemma":[0.0003234926,0.00002840702,0.00005466253,0.00006148835,0.00009359896,0.0001659426,0.00003665037,0.00004069765,0.0001757867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004213321,"about_ca_system_score_gemma":0.00005262721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819454,"about_ca_topic_score_gemma":0.0001742067,"domain_scores_codex":[0.9992787,0.00002617688,0.00006938083,0.00006810104,0.0004545923,0.0001030421],"domain_scores_gemma":[0.9996712,0.0001198141,0.00002842628,0.00004053886,0.00008542577,0.00005461784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003340318,0.00008224105,0.6323288,0.000003565407,0.00007816048,0.00009859293,0.02003071,6.472368e-7,0.00002176144,0.1579005,0.1339969,0.05542473],"study_design_scores_gemma":[0.00007695197,0.00000531601,0.06719897,0.00003230432,0.000009343649,0.000001613094,0.01087331,0.000007284188,0.0001494698,0.008796424,0.9127322,0.0001167372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.20146,0.00003099916,0.0004045333,0.001573234,0.003265287,0.00002683791,0.000003425856,0.00005929368,0.7931764],"genre_scores_gemma":[0.9936432,0.00005472805,0.00009339354,0.0008066663,0.0003807496,0.000001577919,0.000003922767,0.000002082968,0.005013727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7921832,"threshold_uncertainty_score":0.9967379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08011741118547075,"score_gpt":0.2908204702242825,"score_spread":0.2107030590388117,"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."}}