{"id":"W7097244207","doi":"","title":"SchoolofInformationTechnologyandEngineering,UniversityofOttawa,Ottawa,Ontario,Canada,K1N6N5","year":2012,"lang":"en","type":"article","venue":"","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":[0.001066004,0.001340051,0.001155146,0.00239493,0.01282101,0.006287128,0.002248631,0.002448037,0.2675882],"category_scores_gemma":[0.004408432,0.0007568857,0.0006633321,0.003702949,0.002631247,0.002496426,0.001809268,0.002328049,0.03891579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04966774,"about_ca_system_score_gemma":0.07773649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9135717,"about_ca_topic_score_gemma":0.9757808,"domain_scores_codex":[0.9973217,0.0002075906,0.000123855,0.000533576,0.001164919,0.0006483951],"domain_scores_gemma":[0.9924546,0.001395574,0.0002115589,0.0002451658,0.003607127,0.002085908],"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":[0.0006963217,0.000476123,0.02110855,0.002368392,0.00008087717,0.001076787,0.007819121,0.001206832,0.003732881,0.0594186,0.5925775,0.3094379],"study_design_scores_gemma":[0.00004927993,0.00008415536,0.03974559,0.000645451,0.00005278093,0.0002394258,0.005152309,0.001060459,0.002464732,0.003759343,0.9466265,0.0001198066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.070765,0.02189571,0.007996878,0.04998962,0.004034908,0.0005189758,0.02054794,0.001764554,0.8224865],"genre_scores_gemma":[0.05347644,0.008765704,0.006440314,0.0007685743,0.00012451,0.0000710732,0.00286638,0.0002957351,0.9271914],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9135717,"threshold_uncertainty_score":0.8951716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659967174565537,"score_gpt":0.2515805065356907,"score_spread":0.2249808347900353,"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."}}