{"id":"W3189739110","doi":"","title":"(T,V)-Cat is extensive","year":2021,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000494855,0.0006803695,0.000853377,0.002267766,0.001568432,0.003274191,0.001286421,0.0009337919,0.02165465],"category_scores_gemma":[0.001238632,0.0003918014,0.0007886119,0.00192117,0.001765987,0.004183483,0.002226581,0.001316812,0.005966917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094327,"about_ca_system_score_gemma":0.0007938657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002009821,"about_ca_topic_score_gemma":0.001783407,"domain_scores_codex":[0.9990729,0.00009986917,0.00004703666,0.0003231598,0.000297826,0.0001590851],"domain_scores_gemma":[0.9986474,0.0003948527,0.00009064993,0.0001845282,0.0005356822,0.0001469198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005887825,0.00003238932,0.0004202846,0.0001862361,0.00002709545,0.0001852292,0.0001839862,0.001123052,0.004477351,0.9134232,0.01018254,0.06969988],"study_design_scores_gemma":[0.000009759908,0.00002915641,0.001009601,0.00004418596,0.00002786317,0.000515939,0.000112917,0.004647401,0.006067328,0.8998185,0.08768286,0.00003434315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1048017,0.004249755,0.3228526,0.002465036,0.001236295,0.0001623511,0.002985107,0.002506918,0.5587403],"genre_scores_gemma":[0.7743829,0.002791123,0.04480268,0.0009993281,0.0005755446,0.0002711968,0.003041749,0.000900165,0.1722352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02165465,"threshold_uncertainty_score":0.072442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004688439638673906,"score_gpt":0.2567839925973842,"score_spread":0.2520955529587103,"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."}}