{"id":"W2795840518","doi":"10.4103/efh.efh_354_14","title":"Academics anonymous: A medical student's 12-step guide to scholarly productivity","year":2017,"lang":"en","type":"article","venue":"Education for Health","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mentorship; Productivity; Medical writing; Medical education; Academic medicine; Public relations; Sociology; Psychology; Political science; Medicine; Economics; Economic growth","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01637621,0.002465213,0.001513459,0.005562403,0.004292745,0.007097265,0.003930044,0.005299428,0.04221296],"category_scores_gemma":[0.04955989,0.001742225,0.001273749,0.003206011,0.00309436,0.006344985,0.007733848,0.01137532,0.05144892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400718,"about_ca_system_score_gemma":0.01971206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003992468,"about_ca_topic_score_gemma":0.01367688,"domain_scores_codex":[0.9880168,0.004208745,0.001512509,0.0004358349,0.005178064,0.0006478981],"domain_scores_gemma":[0.9567549,0.01303198,0.002043854,0.002171078,0.01995326,0.006044832],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001797355,0.0001621562,0.0003124989,0.0001550711,0.000004435519,0.00009392605,0.0009454261,0.00005551581,0.0002926573,0.001746545,0.8851714,0.1110424],"study_design_scores_gemma":[0.00001358797,0.0000551221,0.0006517851,0.0003390094,0.000003666676,0.0002925984,0.0008128347,0.0001829961,0.0001682445,0.002423262,0.9950256,0.00003121553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003773118,0.03853831,0.131819,0.5228407,0.07512997,0.005787197,0.004171798,0.02848878,0.1894511],"genre_scores_gemma":[0.01390764,0.0362087,0.4359718,0.1185216,0.01241877,0.007245519,0.002557682,0.005019638,0.3681485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9836238,"threshold_uncertainty_score":0.1412165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2003204841403882,"score_gpt":0.5885510948573959,"score_spread":0.3882306107170077,"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."}}