{"id":"W4411656722","doi":"10.51847/dg7kviurxc","title":"10.51847/dg7kViURxC","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Center (category theory); Information center; Genetic algorithm; Computer science; Algorithm; Artificial intelligence; Mathematics; Machine learning; Mathematics education; Crystallography; Chemistry","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":[0.0007302169,0.001373715,0.0007184832,0.002490776,0.001004813,0.003427712,0.001235158,0.003089121,0.9530587],"category_scores_gemma":[0.001487511,0.0004031032,0.0005544791,0.002317787,0.0007822027,0.002096508,0.002062518,0.001113106,0.9614909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059547,"about_ca_system_score_gemma":0.0005236961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00402705,"about_ca_topic_score_gemma":0.002096107,"domain_scores_codex":[0.9994169,0.00007675022,0.00005638595,0.0001677734,0.0001692933,0.0001129167],"domain_scores_gemma":[0.9987622,0.0002913347,0.00005057726,0.0002712163,0.0004290731,0.0001955296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002864761,0.000238112,0.001811373,0.0003507442,0.00002619411,0.0002900473,0.0001334538,0.0007340743,0.004178138,0.00516703,0.2756894,0.7110949],"study_design_scores_gemma":[0.00007401538,0.00008562817,0.001454754,0.0002555381,0.00002142095,0.0005289065,0.0001704328,0.001550307,0.001735972,0.001270221,0.9928261,0.00002671803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00276801,0.000734514,0.005871667,0.0008991879,0.0007432048,0.0001623805,0.001798971,0.004847982,0.982174],"genre_scores_gemma":[0.008901701,0.0004057016,0.002852886,0.0004125721,0.0001213795,0.0000807641,0.001844991,0.0005802579,0.9847997],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04694134,"threshold_uncertainty_score":0.0669561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007049597278958621,"score_gpt":0.2159769756547055,"score_spread":0.2089273783757468,"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."}}