{"id":"W4249150093","doi":"10.1063/pt.5.025561","title":"Canada prepares grad students for nonacademic careers","year":2011,"lang":"en","type":"article","venue":"Physics Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Engineering physics; Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003233365,0.0007476029,0.0005967404,0.003416167,0.02627987,0.008281582,0.00347974,0.003950545,0.06017658],"category_scores_gemma":[0.006503422,0.0005779166,0.0009067722,0.002771693,0.002567267,0.001537153,0.008781886,0.005430813,0.01697739],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03645046,"about_ca_system_score_gemma":0.2212185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8302001,"about_ca_topic_score_gemma":0.9690077,"domain_scores_codex":[0.9943802,0.0001883355,0.00008081353,0.0001894192,0.001439951,0.003721376],"domain_scores_gemma":[0.9477345,0.0002683743,0.0005243931,0.0004300041,0.006731723,0.04431095],"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":[0.0001191858,0.0005621443,0.0373815,0.0001424017,0.00001055828,0.000572848,0.003931778,0.0001178675,0.001276597,0.005299501,0.8366862,0.1138994],"study_design_scores_gemma":[0.00007032847,0.0003019543,0.1119148,0.0002746013,0.00001143271,0.0001774382,0.02627933,0.0001246803,0.0006069071,0.001401334,0.8587539,0.000083212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2236724,0.00340347,0.001675345,0.2761274,0.02228006,0.001947618,0.006191693,0.001634362,0.4630676],"genre_scores_gemma":[0.3295568,0.003614889,0.003328579,0.04966916,0.003162086,0.000487722,0.004380937,0.0005618075,0.605238],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9967666,"threshold_uncertainty_score":0.3415998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09324551135065318,"score_gpt":0.4317016427135862,"score_spread":0.338456131362933,"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."}}