{"id":"W6980375491","doi":"","title":"Canada_PDFrazer Consulting, INC_Government of Alberta_2011-3-2","year":2011,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Identification (biology); Product (mathematics); Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008073478,0.00104629,0.0005760814,0.002389147,0.004340939,0.007637878,0.001601573,0.002721468,0.6847228],"category_scores_gemma":[0.003034567,0.0009137858,0.0004781671,0.004980915,0.001188471,0.001774714,0.001411548,0.001814633,0.4783819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0170201,"about_ca_system_score_gemma":0.05264896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8550603,"about_ca_topic_score_gemma":0.9423463,"domain_scores_codex":[0.9981528,0.00004584682,0.00003142031,0.000130866,0.001336212,0.0003027648],"domain_scores_gemma":[0.9951406,0.0002356547,0.0000824854,0.000257292,0.003260843,0.001023096],"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":[0.00002193925,0.00002094984,0.000159357,0.00006987363,0.000001632994,0.00003207075,0.00005100863,0.00006377495,0.0001995167,0.00242298,0.9618508,0.03510593],"study_design_scores_gemma":[0.000006394668,0.000005233326,0.0005646745,0.00003981364,0.000002418438,0.00002038666,0.00009578669,0.0000692774,0.0001690279,0.000219487,0.9987999,0.000007570385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005415673,0.0007686001,0.0004992882,0.002761697,0.0004861786,0.00008831293,0.00804401,0.002579254,0.9842311],"genre_scores_gemma":[0.001138026,0.0004258691,0.0002979447,0.0002173698,0.00002012125,0.000007655119,0.001931492,0.000287311,0.9956742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6847228,"threshold_uncertainty_score":0.4497046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006682433490539995,"score_gpt":0.1771495938046466,"score_spread":0.1704671603141066,"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."}}