{"id":"W4211059223","doi":"","title":"","year":2021,"lang":"en","type":"book-chapter","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Framing (construction); Mathematics education; Computer science; Psychology; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002847627,0.0007914451,0.0005507022,0.001704933,0.001136811,0.004070569,0.0007267306,0.0008923766,0.594337],"category_scores_gemma":[0.0009017577,0.0003810581,0.000332383,0.001987358,0.0004889409,0.002345572,0.001381854,0.001256078,0.609013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008833341,"about_ca_system_score_gemma":0.001205555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697837,"about_ca_topic_score_gemma":0.007628174,"domain_scores_codex":[0.9997435,0.00001704702,0.00000853198,0.00005649449,0.0001494421,0.00002490618],"domain_scores_gemma":[0.9996533,0.0000474082,0.00001279239,0.00006899938,0.0001491142,0.00006845198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001748825,0.00002730872,0.0001689549,0.00009832597,0.000002748832,0.00003850699,0.00011544,0.00008033081,0.0006160166,0.02608806,0.7727314,0.2000154],"study_design_scores_gemma":[0.000001279599,0.00000346452,0.0001538417,0.00003874652,0.000001216017,0.0000389286,0.00003394124,0.00004119891,0.0001578012,0.002559063,0.9969687,0.000001844195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002425149,0.001084078,0.001574292,0.0006755954,0.0005390453,0.00002798754,0.001087855,0.0006903817,0.9940783],"genre_scores_gemma":[0.0006048495,0.0005493476,0.0004714748,0.0001646945,0.00005047216,0.00001353257,0.0006181994,0.0001596969,0.9973677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.405663,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.528382758978199,"score_gpt":0.5465858374764023,"score_spread":0.01820307849820335,"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."}}