{"id":"W2494237328","doi":"10.4018/978-1-59140-890-1.ch021","title":"Toward a Framework/Data Model","year":2006,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Extant taxon; Sociology; Work (physics); Exploratory research; Knowledge management; Computer science; Engineering; Social science","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":[0.03758255,0.001586676,0.001612168,0.00660855,0.004779233,0.02715181,0.009079806,0.008520982,0.009445717],"category_scores_gemma":[0.03423193,0.001713532,0.002360023,0.009169259,0.01691376,0.03993471,0.01185967,0.01227234,0.004446533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007861774,"about_ca_system_score_gemma":0.01445519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007082271,"about_ca_topic_score_gemma":0.004016724,"domain_scores_codex":[0.9774367,0.0141057,0.001575498,0.003269971,0.002981013,0.0006310975],"domain_scores_gemma":[0.9753447,0.01465171,0.001059803,0.00438295,0.003263107,0.001297744],"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":[0.000008706945,0.00002557276,0.0002653947,0.000119461,0.00001079113,0.0001355227,0.001876428,0.0008238344,0.0001068225,0.9841534,0.002938953,0.009535057],"study_design_scores_gemma":[0.00002524674,0.00001922522,0.0001343789,0.0005623122,0.0000178888,0.0002334291,0.003064726,0.009172057,0.0002729211,0.8375621,0.1489096,0.00002604252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002274232,0.0006207279,0.9289177,0.03039724,0.0003433636,0.0008949924,0.0009636984,0.0006886412,0.03489938],"genre_scores_gemma":[0.05391133,0.0009078567,0.9299623,0.003384381,0.0001838624,0.00272871,0.002147019,0.0003527869,0.006421676],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03758255,"threshold_uncertainty_score":0.1987579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036498154313902,"score_gpt":0.4008683233106609,"score_spread":0.2972185078792707,"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."}}