{"id":"W6927091325","doi":"10.25549/cswa-c34-119","title":"Maurice Hamovitch interview, 1990","year":2015,"lang":"en","type":"dataset","venue":"University of Southern California Digital Library","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unrest; Social work; Work (physics); Anger; Social research; Oral history; Social change","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":["insufficient_payload"],"category_scores_codex":[0.00009471579,0.0001950178,0.0002277458,0.0000684406,0.00005075417,0.00008739359,0.0005642668,0.0002875483,0.0009998854],"category_scores_gemma":[0.00006956397,0.0002155179,0.0001645372,0.00008975132,0.0001373415,0.00001485926,0.0005642973,0.0001329953,0.004109595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001268755,"about_ca_system_score_gemma":0.0001502902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005243133,"about_ca_topic_score_gemma":0.00001658821,"domain_scores_codex":[0.9990723,0.0000628386,0.0002016463,0.0003629476,0.0001468395,0.0001534346],"domain_scores_gemma":[0.9990432,0.00001192796,0.0002174853,0.0005141433,0.00007341115,0.0001397774],"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":[0.00006824848,0.00008355884,0.0003122476,0.00009989356,0.00004365718,0.000007802651,0.00001274986,8.890702e-7,0.0003039917,1.924242e-7,0.9984467,0.0006200584],"study_design_scores_gemma":[0.0002177971,0.00004600273,0.000008576584,0.00004784148,0.00003090329,0.000004719768,0.0003749309,0.000003035685,0.00009381883,0.00003779342,0.9989175,0.000217116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.006304575,0.0001041975,0.00003294633,0.00008835937,0.00006301133,0.0001085686,0.9925256,0.00002793413,0.0007447447],"genre_scores_gemma":[0.001562731,0.00004912616,0.00009000689,0.0000881716,0.0001370292,1.671007e-7,0.9961971,0.00002106691,0.001854575],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.004741844,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315711698394272,"score_gpt":0.1902492800460419,"score_spread":0.1770921630620992,"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."}}