{"id":"W6999014989","doi":"","title":"Brian Miller Interview, July 11, 2022","year":2022,"lang":"en","type":"article","venue":"The Mathematics Enthusiast","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sister; Miller; Renting; Character (mathematics)","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":[0.0007054054,0.0001398906,0.0002298987,0.00006564354,0.0002829875,0.00001596923,0.0002453229,0.0000159102,0.002671848],"category_scores_gemma":[0.00001602639,0.0000975488,0.0001139633,0.0001867775,0.00005950265,0.00002172476,0.0005861067,0.000247717,0.000443178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751291,"about_ca_system_score_gemma":0.00001854488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002100497,"about_ca_topic_score_gemma":0.0000164685,"domain_scores_codex":[0.9986193,0.0001025469,0.0003182093,0.0001785065,0.0005158259,0.0002655686],"domain_scores_gemma":[0.9991636,0.00004675725,0.0000925828,0.0005900959,0.000008387538,0.00009855908],"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":[0.0001572906,0.004321948,0.0001646876,0.002943695,0.0007073693,0.0006232742,0.3964446,0.0005192043,0.001894775,0.01392174,0.4518667,0.1264347],"study_design_scores_gemma":[0.0009728046,0.0003692076,0.001508886,0.0001023987,0.0001865728,0.0003304138,0.01996171,0.001901299,0.0002049481,0.0002214058,0.9740099,0.0002304699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3866105,0.001593206,0.002637231,0.0475776,0.001482445,0.003683151,0.00009186493,0.0002829726,0.556041],"genre_scores_gemma":[0.9672889,0.0001049739,0.0008822862,0.008698025,0.0001374818,0.0001917428,0.00003572523,0.00004962796,0.02261131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5806783,"threshold_uncertainty_score":0.9982399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03945248103618801,"score_gpt":0.2809537109435466,"score_spread":0.2415012299073586,"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."}}