{"id":"W4392477511","doi":"10.24919/2308-4863/71-1-33","title":"KEY SCIENTIFIC AND RESEARCH SKILLS IN THE TRAINING OF PHD STUDENTS IN CANADA","year":2024,"lang":"en","type":"article","venue":"Humanities science current issues","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Key (lock); Medical education; Psychology; Medicine; Computer science; Geography","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":[0.006609921,0.0003623354,0.0004909999,0.001972501,0.0104706,0.004739463,0.002957721,0.002102213,0.03242175],"category_scores_gemma":[0.01802179,0.0004894867,0.0003662039,0.002203171,0.002857598,0.001393392,0.005443799,0.002922103,0.004615531],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05583949,"about_ca_system_score_gemma":0.3049622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8107526,"about_ca_topic_score_gemma":0.9086738,"domain_scores_codex":[0.993846,0.001146273,0.0002060544,0.0005480284,0.001503324,0.002750324],"domain_scores_gemma":[0.9154187,0.002488463,0.001166366,0.0004630688,0.01344836,0.06701493],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001132583,0.001166508,0.1710428,0.002638935,0.00009451876,0.001719181,0.03520438,0.001798369,0.006605506,0.01381332,0.4224441,0.3423397],"study_design_scores_gemma":[0.0001938393,0.0007241623,0.3384556,0.001702782,0.0000543816,0.0006876567,0.1080072,0.001172792,0.002563341,0.003390527,0.5429264,0.0001212714],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4700379,0.01471738,0.001812923,0.2903451,0.01111693,0.001043321,0.006819026,0.0003816487,0.2037258],"genre_scores_gemma":[0.8220594,0.006752022,0.002089128,0.0140431,0.0006783432,0.0003059893,0.0014603,0.00008747963,0.1525243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9933901,"threshold_uncertainty_score":0.4051458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5696932695610902,"score_gpt":0.5503581022323063,"score_spread":0.01933516732878393,"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."}}