{"id":"W3206341237","doi":"10.7202/1083425ar","title":"“What’s the Big Idea?” A Case Study of Whole-School Project-Based Instruction in Secondary Education","year":2021,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Moncton Hospital; Cape Breton University","funders":"","keywords":"Pedagogy; Mathematics education; Action research; Psychology; Action (physics); The arts; Professional development; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01029506,0.0006827934,0.0007046151,0.001036865,0.01292049,0.005117049,0.002675897,0.003838609,0.002698492],"category_scores_gemma":[0.0167355,0.0005387684,0.0007044006,0.001039841,0.0114782,0.003681353,0.006963189,0.005058745,0.0004831534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770927,"about_ca_system_score_gemma":0.003508523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002364492,"about_ca_topic_score_gemma":0.006366411,"domain_scores_codex":[0.9895911,0.007531365,0.0002459799,0.0006636324,0.0007009281,0.001267025],"domain_scores_gemma":[0.9875003,0.007900238,0.0007407268,0.0006223021,0.0006089341,0.00262742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006548237,0.001207379,0.007211564,0.0002139203,0.0000178384,0.007876683,0.9496625,0.0002704209,0.001280972,0.006594982,0.001910743,0.02368751],"study_design_scores_gemma":[0.00003189479,0.0004933962,0.005554425,0.000189521,0.00001640417,0.00419839,0.9603083,0.0005844748,0.001295284,0.00316878,0.02412381,0.00003524713],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810004,0.0001780701,0.004543786,0.003626504,0.00006149232,0.0003022082,0.00002419212,0.00003128586,0.01023207],"genre_scores_gemma":[0.9917611,0.0002318097,0.003466368,0.0004737499,0.00002361043,0.0001455023,0.00001975953,0.0000261168,0.003852001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01292049,"threshold_uncertainty_score":0.05444616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3500033702272727,"score_gpt":0.4722161202443292,"score_spread":0.1222127500170565,"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."}}