{"id":"W4408736040","doi":"10.63485/tstxt-a7913","title":"John Willinsky at the Perimeter Institute","year":2008,"lang":"en","type":"preprint","venue":"","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perimeter; History; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.001089093,0.0005120128,0.0004453349,0.0007592298,0.002427435,0.003329343,0.0005046403,0.001408875,0.07476925],"category_scores_gemma":[0.002043636,0.0003326204,0.0002308617,0.000620766,0.0008981447,0.003114148,0.002096111,0.002737601,0.04226592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002158202,"about_ca_system_score_gemma":0.002307292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005474924,"about_ca_topic_score_gemma":0.008012016,"domain_scores_codex":[0.9991087,0.00009991619,0.00002197259,0.0002527068,0.0004174979,0.00009925727],"domain_scores_gemma":[0.9988405,0.0001370228,0.00004194386,0.00007721665,0.0003529507,0.0005503874],"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":[0.00001178027,0.00001339616,0.0001159609,0.00003659427,0.000002107941,0.00003734786,0.00008301131,0.0000346137,0.000196192,0.02881365,0.9480933,0.02256211],"study_design_scores_gemma":[0.00000197341,0.000003207517,0.0001740582,0.00002473138,0.000001186945,0.00004928301,0.00005492755,0.00002571115,0.0001171251,0.004420023,0.995123,0.000004865905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003663457,0.05316339,0.007521038,0.2423033,0.03675748,0.00006301256,0.001284503,0.001611971,0.6536319],"genre_scores_gemma":[0.01402823,0.01359708,0.00205605,0.008366605,0.002274973,0.00002540671,0.0003997953,0.0003815794,0.9588704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07476925,"threshold_uncertainty_score":0.2501281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782960976706537,"score_gpt":0.2994203596607251,"score_spread":0.2615907498936597,"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."}}