{"id":"W2255011523","doi":"","title":"Capitalising on mathematical moments","year":2011,"lang":"en","type":"article","venue":"Learning & teaching mathematics","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Table (database); Point (geometry); Mathematics; Simple (philosophy); Set (abstract data type); Class (philosophy); Column (typography); Mathematics education; Arithmetic; History; Computer science; Artificial intelligence; Epistemology; Philosophy; Geometry; Archaeology; Data mining","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":[0.003653518,0.0002380759,0.0003125173,0.0002105937,0.001295164,0.0001688004,0.0005094021,0.0001349203,0.001131986],"category_scores_gemma":[0.003245021,0.0002222711,0.0001276163,0.0001349575,0.0001756805,0.0001891071,0.00007547539,0.0009133692,0.0005788237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623811,"about_ca_system_score_gemma":0.00006258868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001507792,"about_ca_topic_score_gemma":0.0000107967,"domain_scores_codex":[0.9975454,0.0005435309,0.0004689913,0.000280728,0.0006765536,0.0004848203],"domain_scores_gemma":[0.9985228,0.000540293,0.0003050211,0.0003763824,0.00005279815,0.0002026638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002173863,0.0004967477,0.000278057,0.00006259109,0.0000195406,0.000003193404,0.189852,0.000002730533,0.00006152115,0.8068424,0.00047151,0.001907501],"study_design_scores_gemma":[0.0003581395,0.0002163492,0.0001630525,0.001070091,0.0001024526,0.00001945207,0.04418055,0.002178334,0.000531206,0.9294459,0.02075993,0.0009745189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1406521,0.00001040434,0.2134463,0.0002776301,0.000200816,0.0003741433,7.531723e-7,0.00129735,0.6437405],"genre_scores_gemma":[0.7868397,0.00000719523,0.2073369,0.0001286287,0.0001256045,0.00003097652,0.000002886273,0.00005368617,0.005474404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6461877,"threshold_uncertainty_score":0.9997811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08399311064998391,"score_gpt":0.3543157597466152,"score_spread":0.2703226490966313,"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."}}