{"id":"W2031625250","doi":"10.1109/mpul.2012.2205851","title":"Medicine in research [Perspectives on Graduate Life]","year":2012,"lang":"en","type":"article","venue":"IEEE Pulse","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Commit; Medical school; Graduate students; Psychology; Medical education; Medicine; Computer science","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":[0.008794504,0.0007010868,0.0007575065,0.001726638,0.01029596,0.01334164,0.00196686,0.0118438,0.01111982],"category_scores_gemma":[0.01019473,0.0003763816,0.0006526777,0.001900592,0.03256227,0.01155439,0.01021118,0.01620172,0.002820739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007637922,"about_ca_system_score_gemma":0.009052988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003581597,"about_ca_topic_score_gemma":0.005968751,"domain_scores_codex":[0.9887357,0.008182617,0.0002030294,0.0005516229,0.001210692,0.001116222],"domain_scores_gemma":[0.9898274,0.004359273,0.0004821993,0.0004770053,0.001067556,0.003786616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002020707,0.00005754849,0.0003177421,0.0002574706,0.000008383224,0.0003826545,0.04114999,0.00005909413,0.0001207223,0.5072123,0.4181579,0.03225601],"study_design_scores_gemma":[0.000008710833,0.00003026418,0.0003321221,0.0004600131,0.000001947265,0.0003219963,0.01731851,0.00003060943,0.00001883014,0.04680631,0.9346596,0.00001112352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002303449,0.08898801,0.001429123,0.7643122,0.02059014,0.00002571881,0.00003974266,0.00005679441,0.1222548],"genre_scores_gemma":[0.1660677,0.1038987,0.00296882,0.5733334,0.03867083,0.0002302011,0.0000986149,0.0002248097,0.1145069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01334164,"threshold_uncertainty_score":0.05541724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6162856472478119,"score_gpt":0.57859519418259,"score_spread":0.0376904530652219,"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."}}