{"id":"W3127568393","doi":"10.26443/mjm.v5i1.580","title":"Being a Medical Scientist: It Takes Love and Dedication to Research, Not a Title","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02334967,0.000921025,0.003421844,0.002997712,0.008645535,0.02611119,0.002481747,0.01130902,0.1818606],"category_scores_gemma":[0.1027861,0.001259761,0.00129547,0.002576532,0.008878386,0.009135382,0.008755799,0.01241053,0.1887854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004022211,"about_ca_system_score_gemma":0.0263737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247661,"about_ca_topic_score_gemma":0.008779316,"domain_scores_codex":[0.9678352,0.005822668,0.003290716,0.002591246,0.01671784,0.003742299],"domain_scores_gemma":[0.7476292,0.02607997,0.01699533,0.01419716,0.1046639,0.09043447],"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":[0.0001609491,0.0001067113,0.00115121,0.0006072219,0.00004877984,0.0002075211,0.0003338816,0.00003541657,0.001371833,0.009222721,0.9352747,0.05147902],"study_design_scores_gemma":[0.00006104707,0.00007977628,0.002694895,0.001049998,0.00003097022,0.0005069784,0.000654822,0.00006303521,0.0002515795,0.00423569,0.9903318,0.00003952543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002063203,0.008338947,0.001214384,0.2858813,0.1905956,0.0003018183,0.0005407932,0.0005853068,0.5104787],"genre_scores_gemma":[0.02609475,0.01515536,0.003215747,0.2739124,0.09114912,0.00060482,0.0005269925,0.0009567447,0.588384],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1818606,"threshold_uncertainty_score":0.6083844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3675226077627029,"score_gpt":0.5236576942416927,"score_spread":0.1561350864789898,"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."}}