{"id":"W2956729105","doi":"10.1097/aln.0000000000002881","title":"Musings from an Unlikely Clinician–Scientist","year":2019,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Anesthesia and Neurotoxicity Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Excellence; Medicine; GABAA receptor; Variety (cybernetics); Neuroscience; Narrative review; Narrative; Medical education; Receptor; Intensive care medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002841457,0.0001878235,0.0003277156,0.0001306068,0.0001779451,0.00006473072,0.0007752826,0.0001902435,0.001073225],"category_scores_gemma":[0.0002698982,0.0001626429,0.00009245576,0.0003076819,0.0003555623,0.0002701372,0.00009663014,0.0003084071,0.005601789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001788622,"about_ca_system_score_gemma":0.00007728411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001789711,"about_ca_topic_score_gemma":0.00001313941,"domain_scores_codex":[0.9973566,0.0005897279,0.0002774714,0.0009108896,0.0002984165,0.0005668993],"domain_scores_gemma":[0.9981805,0.0007982839,0.0001011819,0.0007021244,0.00003320822,0.0001846869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002154617,0.0002450354,0.1694545,0.000007733162,0.000002648391,0.0005532186,0.0003039421,0.000009579059,0.8214769,0.003492751,0.0005444654,0.003693717],"study_design_scores_gemma":[0.001149638,0.002527694,0.4849508,0.00002471063,0.0000145763,0.0004925001,0.0001458118,0.001259591,0.3857236,0.006615338,0.1164149,0.000680868],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996509,0.00001916125,0.000009404315,0.0004506443,0.0002707947,0.0003643979,0.000005131473,0.0001367104,0.002234758],"genre_scores_gemma":[0.9864132,0.00002952372,0.0001092976,0.01178061,0.0001364693,0.00001558069,0.000008620962,0.00003289586,0.001473799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4357534,"threshold_uncertainty_score":0.9998399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05204461250133853,"score_gpt":0.3385473765435437,"score_spread":0.2865027640422051,"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."}}