{"id":"W2614940495","doi":"","title":"Preparing the Leaders of Tomorrow: A Model of Applied Research Training in a Community College","year":2013,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Pedagogy; Community college; Medical education; Political science; Public relations; Psychology; Mathematics education; Sociology; Geography; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.004631655,0.0009144311,0.0003219358,0.001343601,0.009202933,0.007251863,0.004819662,0.002658317,0.01520944],"category_scores_gemma":[0.003439707,0.000706912,0.0007406182,0.0007562026,0.005149954,0.003624624,0.007719176,0.004159209,0.003308137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004422178,"about_ca_system_score_gemma":0.0149485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01441808,"about_ca_topic_score_gemma":0.05300074,"domain_scores_codex":[0.9952548,0.002738509,0.00007771568,0.0005017642,0.0005452643,0.0008820074],"domain_scores_gemma":[0.9923066,0.0006026544,0.0001624877,0.0003028421,0.0004777584,0.006147596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001433928,0.04548695,0.02494981,0.0009992112,0.0001026151,0.008216273,0.3266686,0.01060111,0.02141509,0.1662026,0.105681,0.2882426],"study_design_scores_gemma":[0.001582165,0.01115977,0.01503609,0.00105513,0.000103087,0.00400644,0.278871,0.04410397,0.00564298,0.06012212,0.5778029,0.000514371],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.536325,0.0005229044,0.1110421,0.03528499,0.001742704,0.00725937,0.0002279217,0.002004171,0.3055909],"genre_scores_gemma":[0.6539997,0.000796561,0.2233752,0.005338138,0.0001671127,0.003551518,0.0002510441,0.0003571706,0.1121636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01520944,"threshold_uncertainty_score":0.05088061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1909007683157733,"score_gpt":0.388122210359608,"score_spread":0.1972214420438347,"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."}}