{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003025531,0.0001424959,0.0001760624,0.00009562987,0.000101837,0.00002552383,0.0002203706,0.00009661884,0.004340305],"category_scores_gemma":[0.0001629376,0.0001303129,0.00004664223,0.0001640177,0.00002303487,0.0003091511,0.00005133883,0.0002004946,0.0001216158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364479,"about_ca_system_score_gemma":0.0002762687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1631084,"about_ca_topic_score_gemma":0.713311,"domain_scores_codex":[0.9990402,0.00001214709,0.0002716793,0.00008358747,0.0002258061,0.0003665106],"domain_scores_gemma":[0.9992358,0.0001023592,0.0000995146,0.0003236261,0.00006413052,0.0001745398],"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":[0.000001767163,0.0001052723,0.01328114,0.000065559,0.00004236176,6.83565e-7,0.001382422,0.000001597032,0.000008848366,0.7901508,0.1937824,0.001177109],"study_design_scores_gemma":[0.0005485814,0.00002894559,0.005676837,0.00003153834,0.00005644373,0.00007288773,0.002783549,0.0002451194,0.001048453,0.02601693,0.9629495,0.0005412211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3760431,0.00009014126,0.0598519,0.00167582,0.001346941,0.0006177292,0.000005164194,0.0008262211,0.559543],"genre_scores_gemma":[0.9020292,0.000001917521,0.06717407,0.0002284971,0.00006807299,0.00001551173,0.00000982991,0.00001669236,0.03045622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7691671,"threshold_uncertainty_score":0.9965699,"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."}}