{"id":"W7015003116","doi":"","title":"Research Colloquium","year":2012,"lang":"en","type":"other","venue":"UMP Institutional Repository (Universiti Malaysia Pahang)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honour; Block (permutation group theory); Original research; Quarter (Canadian coin); Ridiculous","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009288835,0.0007538097,0.0007134988,0.003265972,0.001378029,0.0001637153,0.001327547,0.001207522,0.0132789],"category_scores_gemma":[0.00005841566,0.0008918516,0.0003882992,0.001844687,0.00219765,0.0006763996,0.0007355208,0.00144049,0.03756992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002450348,"about_ca_system_score_gemma":0.00172193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138318,"about_ca_topic_score_gemma":0.00004582498,"domain_scores_codex":[0.9937332,0.0007050418,0.0003867107,0.001174644,0.002487849,0.001512557],"domain_scores_gemma":[0.9968106,0.0001610307,0.0004355687,0.001323393,0.0005255601,0.0007438579],"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":[0.0001273912,0.0003366515,0.000415033,0.000186448,0.0004622285,0.00195847,0.0001625734,0.0002580046,0.002690502,0.07203031,0.9212859,0.00008652161],"study_design_scores_gemma":[0.0008857834,0.00007923009,0.0003153551,0.0006566603,0.0002251242,0.0007263778,0.0007113802,0.0002418469,0.0002950403,0.00007866924,0.9948583,0.0009262476],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002650644,0.002389385,0.0001040656,0.0001090141,0.00294938,0.0009501947,0.0009644575,0.001090919,0.9887919],"genre_scores_gemma":[0.07658107,0.00005851595,0.0008702899,0.00006037972,0.003936218,0.00005453572,0.0008813269,0.00101704,0.9165406],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07393042,"threshold_uncertainty_score":0.999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03746725886961638,"score_gpt":0.2885611840600345,"score_spread":0.2510939251904181,"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."}}