{"id":"W3150187167","doi":"10.29173/iasl8046","title":"Toss Out the Textbook!","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syllabus; Underpinning; Curriculum; Pedagogy; Sociology; Curriculum development; Australian Curriculum; Engineering ethics; Political science; Mathematics education; Engineering; Psychology; Publishing; Law; Civil engineering; Project commissioning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005260966,0.0005555344,0.0004982765,0.001078981,0.001833104,0.004063997,0.0008329659,0.001760824,0.6485416],"category_scores_gemma":[0.004706721,0.0003400043,0.000407125,0.0005270136,0.0007795544,0.003810101,0.003326182,0.002560866,0.5600049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000671537,"about_ca_system_score_gemma":0.0008338987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00233213,"about_ca_topic_score_gemma":0.006450336,"domain_scores_codex":[0.999469,0.00008459415,0.00002846617,0.00005771389,0.0002740934,0.00008621187],"domain_scores_gemma":[0.9982384,0.0001716481,0.00008041551,0.0002812385,0.0006837824,0.0005444967],"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":[0.00001469711,0.00001694126,0.0001287593,0.00003693486,0.000001098538,0.00005806536,0.0001381881,0.000009768747,0.0001991784,0.00214298,0.9609914,0.03626194],"study_design_scores_gemma":[0.000003293947,0.00001347589,0.0003038135,0.00003636416,9.031485e-7,0.00007177349,0.0002556969,0.00001440409,0.00007641006,0.0006365307,0.9985826,0.000004762739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002982144,0.002264417,0.003132716,0.04697595,0.02687078,0.0002190114,0.00145709,0.006348466,0.9097493],"genre_scores_gemma":[0.003959724,0.0005975132,0.001346251,0.007147743,0.001100358,0.00002926103,0.0004579071,0.0008470082,0.9845143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6485416,"threshold_uncertainty_score":0.5013127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06859963262029171,"score_gpt":0.3690474172276028,"score_spread":0.3004477846073111,"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."}}