{"id":"W2991430197","doi":"10.1007/978-3-030-29215-7_12","title":"Examining Sources of Self-Efficacy in Whole-Class Problem Solving","year":2019,"lang":"en","type":"book-chapter","venue":"Research in mathematics education","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Self-efficacy; Class (philosophy); Context (archaeology); Outcome (game theory); Mathematics education; Psychology; Social psychology; Computer science; Mathematics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002961321,0.0002717338,0.0003808743,0.001395678,0.0005554508,0.001837861,0.0005147976,0.0005353232,0.003353227],"category_scores_gemma":[0.01758743,0.0004664957,0.0003891503,0.001222919,0.0006480974,0.001049734,0.001268931,0.001225053,0.0003260007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004882147,"about_ca_system_score_gemma":0.0004015742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224037,"about_ca_topic_score_gemma":0.003726013,"domain_scores_codex":[0.9990628,0.0004168402,0.00005269663,0.0001254248,0.0002551712,0.00008704311],"domain_scores_gemma":[0.9691952,0.02459495,0.002621311,0.001416499,0.001369995,0.0008019717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002716918,0.0008194041,0.9477621,0.000074453,0.0002558471,0.00009690695,0.00858643,0.0003910857,0.0009857059,0.003498132,0.0006307458,0.03662746],"study_design_scores_gemma":[0.000006881178,0.00006296451,0.9957994,0.0000282485,0.00003777011,0.00003724505,0.002285239,0.0004641603,0.0001966794,0.0006939627,0.0003794696,0.000007927063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937963,0.0001883825,0.0002404756,0.0001038548,0.000007054429,0.00001424698,0.00009106011,0.000006280512,0.005552357],"genre_scores_gemma":[0.9982963,0.0001119214,0.0002618073,0.00001448953,0.00000538311,0.00002394399,0.0001368524,0.000006881572,0.001142514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003353227,"threshold_uncertainty_score":0.01566118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328446454248698,"score_gpt":0.3853757271014892,"score_spread":0.2525310816766194,"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."}}