{"id":"W3164459154","doi":"10.11575/prism/38780","title":"What Should Canada's Teachers Know","year":2016,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[0.003789344,0.000503635,0.001035495,0.002122578,0.01891547,0.01227621,0.002111003,0.008056518,0.01214385],"category_scores_gemma":[0.01564767,0.0006119894,0.0006398781,0.004115656,0.008775089,0.009308443,0.002308777,0.01108792,0.003923127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1145361,"about_ca_system_score_gemma":0.3191432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9826239,"about_ca_topic_score_gemma":0.9920217,"domain_scores_codex":[0.9934319,0.0004631954,0.0001756047,0.0003796096,0.002922428,0.002627281],"domain_scores_gemma":[0.9641764,0.001822268,0.00078076,0.0005588355,0.01783979,0.01482205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000254379,0.00002937569,0.003440451,0.0004961877,0.00001541492,0.0002635317,0.006377018,0.00007528236,0.0001775172,0.01950972,0.9074624,0.06212758],"study_design_scores_gemma":[0.000007138934,0.00001092061,0.005666003,0.001035725,0.00001340369,0.0001031039,0.01626285,0.00003148866,0.00009671923,0.002416395,0.9743118,0.0000443602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004182757,0.03460101,0.0002919304,0.8856748,0.007885603,0.00003489819,0.0009153341,0.000154995,0.06625864],"genre_scores_gemma":[0.1983994,0.136739,0.003830383,0.4540683,0.003831201,0.0001215769,0.001971527,0.0003277011,0.2007109],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1145361,"threshold_uncertainty_score":0.8310217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05949567305143987,"score_gpt":0.2873527280745958,"score_spread":0.2278570550231559,"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."}}