{"id":"W2513616002","doi":"10.1177/1541931213601088","title":"Fork in the Road","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission; Lockheed Martin (Canada)","funders":"","keywords":"Fork (system call); Career path; Graduate students; Path (computing); Psychology; Medical education; Public relations; Engineering ethics; Sociology; Computer science; Political science; Engineering management; Engineering; Pedagogy; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005304046,0.0009494007,0.0008762697,0.001110825,0.008347596,0.0141403,0.001723152,0.009750637,0.2075786],"category_scores_gemma":[0.01629548,0.0005447346,0.0009885781,0.0007852827,0.005212923,0.01739168,0.008329785,0.01987298,0.1009894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544994,"about_ca_system_score_gemma":0.008438606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007214318,"about_ca_topic_score_gemma":0.01406059,"domain_scores_codex":[0.995914,0.001017732,0.0001357219,0.0007065964,0.001325637,0.000900319],"domain_scores_gemma":[0.9900249,0.001280249,0.0002150075,0.0006678689,0.003491001,0.004320893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000401216,0.00003506259,0.0003227368,0.00009040317,0.000007359738,0.00008208326,0.0006478624,0.00005110416,0.0002223056,0.03236771,0.9228308,0.0433024],"study_design_scores_gemma":[0.000005133694,0.00001923533,0.000176921,0.0001399527,0.000002788212,0.00005754328,0.001191109,0.00002288394,0.00005320203,0.00771555,0.9906037,0.00001186415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001523951,0.00717887,0.004601963,0.7425297,0.07395232,0.00008461285,0.0003057776,0.0005666957,0.1692561],"genre_scores_gemma":[0.02735361,0.01223521,0.006190266,0.422736,0.01603107,0.0001262833,0.0004321949,0.001125884,0.5137694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2075786,"threshold_uncertainty_score":0.6944195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06205324992100511,"score_gpt":0.3334508472544546,"score_spread":0.2713975973334495,"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."}}