{"id":"W4246299427","doi":"10.21432/t2v014","title":"Related Readings","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Computer science; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002401815,0.001064271,0.001339897,0.007163667,0.005499438,0.009743191,0.003068163,0.004883058,0.4939391],"category_scores_gemma":[0.0228107,0.0004116682,0.001080667,0.006634646,0.001552054,0.006313246,0.002799163,0.004201045,0.2569309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01280989,"about_ca_system_score_gemma":0.00778219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08483148,"about_ca_topic_score_gemma":0.09822457,"domain_scores_codex":[0.9960976,0.0004366986,0.0001571457,0.0004397566,0.002553498,0.0003154125],"domain_scores_gemma":[0.9856347,0.001423851,0.0002911793,0.001145104,0.01021662,0.001288549],"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":[0.000003213497,0.000007166997,0.00001795616,0.00003016688,5.242304e-7,0.000006882299,0.00002742624,0.00001433776,0.00001392436,0.002303392,0.9891878,0.008387148],"study_design_scores_gemma":[0.000002707313,0.00000251855,0.000129022,0.0001257178,0.000001771905,0.00001289856,0.00006344887,0.00002266728,0.00003251145,0.002540329,0.9970608,0.000005512373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003154262,0.005187859,0.001581049,0.04876492,0.1238229,0.0001928275,0.005403961,0.0009932185,0.8137378],"genre_scores_gemma":[0.003284013,0.002963365,0.0007991008,0.01187623,0.02356781,0.00008944936,0.003158036,0.0008335295,0.9534285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.506061,"threshold_uncertainty_score":0.7218345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009221396103916457,"score_gpt":0.1721070513037596,"score_spread":0.1628856551998431,"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."}}