{"id":"W4240332625","doi":"10.4018/978-1-4666-5780-9.ch034","title":"The Single Most Popular Theory","year":2014,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Transformative learning; Perspective (graphical); China; Autodidacticism; Pedagogy; Mathematics education; Psychology; Computer science; Political science; 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":[0.002676336,0.001036306,0.000693494,0.002915645,0.003163312,0.0067876,0.002225296,0.004162782,0.02575289],"category_scores_gemma":[0.004392397,0.000266374,0.000774675,0.003611251,0.01033891,0.008829786,0.002958843,0.004489813,0.01254548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004658916,"about_ca_system_score_gemma":0.005407749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003400555,"about_ca_topic_score_gemma":0.002493345,"domain_scores_codex":[0.9974637,0.0008749443,0.00009838404,0.0004527139,0.0009157889,0.0001944231],"domain_scores_gemma":[0.9978876,0.00116171,0.0001172216,0.0001570278,0.000521164,0.0001553802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000972973,0.00002904972,0.0002062346,0.0003045826,0.000008109455,0.00005138714,0.001306371,0.0001542559,0.0000637391,0.8656647,0.08286998,0.04933177],"study_design_scores_gemma":[0.000009998703,0.00002037517,0.0002363596,0.0009934147,0.000009391675,0.0002057272,0.001150297,0.0003004727,0.000107847,0.3321131,0.6648379,0.00001512011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002496324,0.03748437,0.0259605,0.05515761,0.005001543,0.000125887,0.0003599555,0.0001337895,0.8732801],"genre_scores_gemma":[0.2485888,0.1418324,0.04939044,0.0563405,0.0105539,0.0009740836,0.001535285,0.000555556,0.4902291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02575289,"threshold_uncertainty_score":0.08615202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762220326966453,"score_gpt":0.2739144296749138,"score_spread":0.2562922264052493,"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."}}