{"id":"W189502208","doi":"","title":"Investing in Our Next Generation: Overview of Short Courses, and Teaching and Mentoring Programs for Newly-Hired Faculty in Canadian Universities (Part 2).","year":2009,"lang":"en","type":"article","venue":"˜The œjournal of faculty development","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Faculty development; Professional development; Higher education; Medical education; Best practice; Pedagogy; Psychology; Sociology; Public relations; Management; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003337862,0.00008666539,0.0001604735,0.0001530816,0.0003833374,0.00009533775,0.0001358731,0.00004850262,0.000001071906],"category_scores_gemma":[0.0001562132,0.00007354796,0.00001693801,0.0001412523,0.00004296359,0.0005893483,0.0000159408,0.0001889421,8.677751e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009628424,"about_ca_system_score_gemma":0.001634869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04139362,"about_ca_topic_score_gemma":0.3389655,"domain_scores_codex":[0.9988183,0.0002188416,0.0003511862,0.0001030468,0.0002683697,0.0002402968],"domain_scores_gemma":[0.9993672,0.00006273326,0.0002330313,0.00004196104,0.0001587265,0.000136383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004846577,0.0001462609,0.1976873,0.0000524126,0.00007812688,0.000008751607,0.345176,0.0002754792,0.0009534258,0.001838874,0.000631152,0.4531037],"study_design_scores_gemma":[0.001187376,0.0002078445,0.3126714,0.0006774474,0.00006946573,0.00003611459,0.3555563,0.0004979179,0.000386231,0.00054865,0.3277597,0.0004015179],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944493,0.0004363651,0.00008370308,0.003001893,0.0001574517,0.0003201649,0.000001943273,0.00000319797,0.001545946],"genre_scores_gemma":[0.9813598,0.0001183299,0.0181234,0.0000849968,0.0001054001,0.000004016114,0.000008218164,0.000003641569,0.0001922209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4527022,"threshold_uncertainty_score":0.9649898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943604226170223,"score_gpt":0.4171677359350383,"score_spread":0.222807313318016,"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."}}