{"id":"W1585782589","doi":"","title":"Defying Categorization: The Work of Suzette Mayr","year":2004,"lang":"en","type":"article","venue":"Canadian women's studies","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Categorization; Work (physics); Sociology; Epistemology; Philosophy; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001316979,0.00008334151,0.0001262106,0.00009222645,0.001107636,0.00003872688,0.0001916553,0.00001314196,0.0001934458],"category_scores_gemma":[0.00003296522,0.00006008214,0.00002963896,0.00009440385,0.0009783842,0.000122932,0.00002008473,0.00006503504,0.00004653166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003344902,"about_ca_system_score_gemma":0.0001862154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267492,"about_ca_topic_score_gemma":0.04601827,"domain_scores_codex":[0.9993752,0.00001071052,0.0001240973,0.0001168031,0.0001136386,0.000259544],"domain_scores_gemma":[0.9995864,0.0000283748,0.00005128974,0.0001338419,0.0001021517,0.00009796322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002237179,0.000005332097,0.0000794429,0.00001589655,0.00003869356,0.000005944883,0.2093184,0.00004979041,0.00000354555,0.7896328,0.0007057943,0.000142196],"study_design_scores_gemma":[0.0003303032,0.000117438,0.0004398176,0.0000870032,0.00002994709,0.000002534407,0.2382361,7.66441e-7,0.00003563873,0.3438842,0.4164959,0.0003403105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7924463,0.002815681,0.000005245903,0.008276765,0.001784393,0.0002110593,0.00003354016,0.00004467883,0.1943824],"genre_scores_gemma":[0.9959742,0.00002730373,0.00001033688,0.001414276,0.0002969902,0.00002257232,9.875735e-7,0.000005813049,0.002247507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4457485,"threshold_uncertainty_score":0.9713894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05459628575967868,"score_gpt":0.2218062573250468,"score_spread":0.1672099715653681,"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."}}