{"id":"W2491817975","doi":"10.4018/978-1-61520-781-7.ch012","title":"The Learning Toolkit","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Reading and Literacy Development","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Suite; Computer science; Modular design; Reading (process); Literacy; Field (mathematics); Scale (ratio); Mathematics education; Psychology; Pedagogy; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002684101,0.0003559935,0.0002880123,0.00003318471,0.0003856735,0.0001683234,0.0004520354,0.0005778456,0.000541458],"category_scores_gemma":[0.00002909277,0.0002575303,0.000184893,0.000008985551,0.0001500888,0.0000138651,0.0001123663,0.001155736,0.003966138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044111,"about_ca_system_score_gemma":0.0001024145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006141943,"about_ca_topic_score_gemma":0.00003597473,"domain_scores_codex":[0.9984338,0.00003572203,0.0003757453,0.000445666,0.0002783484,0.0004307507],"domain_scores_gemma":[0.9988483,0.0001328724,0.0002249431,0.000595288,0.00007537196,0.0001232293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000321224,0.000003023768,0.00005026228,0.000003840618,0.0001332055,0.0000619067,0.0003869365,1.7687e-7,0.000005119898,0.904832,0.008788637,0.08570279],"study_design_scores_gemma":[0.0001595373,0.00003994253,0.0001769444,0.00005605077,0.00002908437,0.00008597173,0.0000247885,3.963458e-7,0.000004506271,0.1143043,0.8848421,0.0002764313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002665795,0.0006544921,0.00002785662,0.0001181019,0.003440368,0.0002100094,0.00001678132,0.0001697586,0.995096],"genre_scores_gemma":[0.02941071,0.000006030689,0.0001267728,0.0003405266,0.0005634659,0.00002709555,0.000005388202,0.00004936798,0.9694706],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8760535,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891195026900688,"score_gpt":0.289201740263115,"score_spread":0.2702897899941081,"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."}}