{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009783364,0.0001010993,0.000283552,0.00002281894,0.0006208509,0.00002011236,0.0004107481,0.0001635737,0.00008087746],"category_scores_gemma":[0.0001297082,0.0001059975,0.00006141569,0.00005773442,0.00118082,0.00007454101,0.0001244889,0.0002190668,0.000001898208],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003701825,"about_ca_system_score_gemma":0.007264762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9502752,"about_ca_topic_score_gemma":0.809119,"domain_scores_codex":[0.9988561,0.0001216971,0.0001782665,0.0001545484,0.0004403671,0.0002490598],"domain_scores_gemma":[0.9986557,0.0001175598,0.0006283808,0.0001985207,0.0001523357,0.0002475296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001036289,0.000006342138,0.00366798,0.00004789862,0.00007801723,0.000004738711,0.2307667,5.331341e-8,6.927539e-7,0.04257265,0.6321935,0.09065106],"study_design_scores_gemma":[0.0001431142,0.00001236225,0.002120623,0.00005121853,0.00002404804,5.21759e-7,0.01787723,0.00001024183,5.624207e-7,0.002812791,0.9768418,0.0001054837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0354292,0.001032051,0.0003299502,0.00470434,0.0003794222,0.0003322249,0.00000723261,0.00002522162,0.9577603],"genre_scores_gemma":[0.01153,0.000144031,0.0006710949,0.00004214493,0.0001179306,9.627843e-8,0.00001372115,0.00001044762,0.9874705],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3446483,"threshold_uncertainty_score":0.9983631,"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."}}