{"id":"W2993335775","doi":"10.7202/1065960ar","title":"Dr. Ursula Martius Franklin (1921-2016)","year":2019,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Institution; Art history; Art; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009607277,0.0006069266,0.0005997167,0.0009652315,0.001569105,0.001778834,0.0004894823,0.001370355,0.01934617],"category_scores_gemma":[0.005444308,0.0002251124,0.0002451069,0.0003842549,0.0009977387,0.001347969,0.001144818,0.004112899,0.01625186],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001894661,"about_ca_system_score_gemma":0.002366733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004344407,"about_ca_topic_score_gemma":0.008339788,"domain_scores_codex":[0.9994831,0.00005089353,0.00003083932,0.0001589996,0.0002043574,0.00007181684],"domain_scores_gemma":[0.9987059,0.0002139541,0.000122138,0.00002893721,0.0004545844,0.00047451],"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":[0.00002269342,0.000006773811,0.0005123302,0.00007629234,0.000003483688,0.0002675092,0.0002690543,0.00003903747,0.0001751927,0.002079454,0.9478273,0.04872096],"study_design_scores_gemma":[0.000002781882,0.00001866224,0.000507649,0.0001379421,0.000003263793,0.001632639,0.0002097877,0.00003185891,0.0002730309,0.0006598809,0.9965113,0.0000112525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005629408,0.1909446,0.003483562,0.4831477,0.2534456,0.0000653389,0.0007175626,0.0005906788,0.06197554],"genre_scores_gemma":[0.07012625,0.1541331,0.003220556,0.1192729,0.09943857,0.0001364446,0.0005720256,0.0005712371,0.552529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9984309,"threshold_uncertainty_score":0.06471944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007514407326618351,"score_gpt":0.218688728926657,"score_spread":0.2111743216000387,"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."}}