{"id":"W7154431562","doi":"","title":"Notes and News","year":2024,"lang":"","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001239353,0.0008034919,0.0008149147,0.002406183,0.004133944,0.009547605,0.002118623,0.007405975,0.5136348],"category_scores_gemma":[0.01006612,0.0004929293,0.0009098983,0.002180564,0.001124779,0.002857309,0.001916516,0.005353428,0.4397671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621468,"about_ca_system_score_gemma":0.00585473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02678459,"about_ca_topic_score_gemma":0.05133487,"domain_scores_codex":[0.9983714,0.00006956307,0.00003857987,0.0001357536,0.001089012,0.000295701],"domain_scores_gemma":[0.9964209,0.0007253973,0.0001636612,0.0004228853,0.001421285,0.0008459074],"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":[0.00001261212,0.000009463863,0.00001440414,0.0000241786,6.600162e-7,0.00002423259,0.00001095065,0.000005534851,0.00004001483,0.001059309,0.9924294,0.006369132],"study_design_scores_gemma":[0.000007071479,0.000005381421,0.0002127558,0.00004307205,0.000001826165,0.000009298653,0.00004323218,0.000009791529,0.00005063341,0.0003670948,0.9992459,0.000003900112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003106439,0.001820757,0.0001413267,0.03118649,0.04776113,0.0001647294,0.002457378,0.0004806376,0.9156768],"genre_scores_gemma":[0.0007374634,0.0006658431,0.00005566055,0.00726559,0.003628835,0.00004779077,0.000538314,0.00008402217,0.9869764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4863652,"threshold_uncertainty_score":0.6937409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180958216078281,"score_gpt":0.1947330887560253,"score_spread":0.1729235065952425,"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."}}