{"id":"W1030235471","doi":"10.1007/978-94-6091-669-4_4","title":"Implementing Instructional Intelligence Skills, Strategies, and Tactics into an International Baccalaureate Diploma Program Mathematics Classroom","year":2011,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Constructive; Mathematics education; Class (philosophy); Pedagogy; Psychology; Computer science; Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009170504,0.0003669537,0.0003082433,0.0002385153,0.0007114237,0.002031977,0.0005157921,0.0004546857,0.00131563],"category_scores_gemma":[0.000167577,0.0003809789,0.0001005984,0.00003966107,0.0007861273,0.0009976135,0.0002121858,0.0006210905,0.00002644663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244101,"about_ca_system_score_gemma":0.001044758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003271877,"about_ca_topic_score_gemma":0.001659615,"domain_scores_codex":[0.9973558,0.00006655249,0.0006318351,0.0005614819,0.0008462289,0.0005381644],"domain_scores_gemma":[0.998315,0.0001236622,0.0003077405,0.0003050199,0.0005658211,0.0003827859],"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":[0.000004066972,0.00006933344,0.00005108477,0.00003177979,0.00009919101,0.000007481405,0.01668253,7.74216e-8,0.000001563259,0.7705597,0.000323903,0.2121693],"study_design_scores_gemma":[0.00006473079,0.00004770989,0.00004213459,0.00008709651,0.0000365184,0.0000109846,0.007997178,0.000007405398,0.000006571428,0.492954,0.4984334,0.0003122709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001597303,0.0000308323,0.0005658158,0.0005776952,0.001546824,0.0005537887,0.00001305148,0.0003021852,0.9948125],"genre_scores_gemma":[0.05945931,0.0003805399,0.2282508,0.00109272,0.002559646,0.0001382578,0.0005174789,0.000261211,0.70734],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4981095,"threshold_uncertainty_score":0.9998642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04066945815775021,"score_gpt":0.3361163099147769,"score_spread":0.2954468517570267,"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."}}