{"id":"W3201417890","doi":"10.11575/prism/38772","title":"The Complexity of Hiring, Supporting, and Retaining New Teachers Across Canada","year":2015,"lang":"en","type":"book","venue":"PRISM (University of Calgary)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Political science","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":[0.002273185,0.0003065571,0.0004594552,0.001655945,0.02302039,0.01549518,0.002793316,0.002347443,0.003821335],"category_scores_gemma":[0.004861748,0.0005623005,0.0003592517,0.005863301,0.008044298,0.002763848,0.003431718,0.004033537,0.0005637908],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1813666,"about_ca_system_score_gemma":0.316664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942765,"about_ca_topic_score_gemma":0.9985543,"domain_scores_codex":[0.9926796,0.0005528126,0.0001068664,0.0002946392,0.003175435,0.003190681],"domain_scores_gemma":[0.9969046,0.0006377846,0.000134174,0.00007550433,0.001145458,0.001102476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003125855,0.00003761824,0.009677893,0.0004348535,0.0000260126,0.001713401,0.08439071,0.00313286,0.0009032093,0.3105721,0.2932653,0.2958148],"study_design_scores_gemma":[0.000006234833,0.00002296045,0.03086567,0.0006042382,0.00002560524,0.0003674197,0.1086331,0.0007777727,0.0002511372,0.01769129,0.8406774,0.00007713678],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09821612,0.0540039,0.003398347,0.1805257,0.001655893,0.0002037465,0.0006890827,0.0002301344,0.6610771],"genre_scores_gemma":[0.5801496,0.07765514,0.006411799,0.0122957,0.0005286488,0.00010478,0.0005951397,0.0002530113,0.3220061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8186334,"threshold_uncertainty_score":0.9494987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05717866635756869,"score_gpt":0.3021559745409829,"score_spread":0.2449773081834142,"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."}}