{"id":"W2079634072","doi":"10.1016/j.jlap.2014.02.015","title":"Gunther Schmidt's life as a mathematician and computer scientist","year":2014,"lang":"en","type":"article","venue":"Journal of Logical and Algebraic Methods in Programming","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Period (music); Art history; Philosophy; Epistemology; History; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003428699,0.0001288663,0.000386763,0.0001324818,0.0001062606,0.0001834388,0.0002344575,0.00005509911,0.00001128797],"category_scores_gemma":[0.0009165626,0.00008150549,0.00005370497,0.000243866,0.0001675089,0.0004594575,0.0002739059,0.000220896,0.000002380425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008950946,"about_ca_system_score_gemma":0.00002893598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002927923,"about_ca_topic_score_gemma":9.127947e-7,"domain_scores_codex":[0.9983929,0.0003965439,0.0005291196,0.0002305467,0.0002175067,0.000233322],"domain_scores_gemma":[0.9986848,0.0005193388,0.0003076869,0.0001632228,0.00006480629,0.0002601478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005284159,0.00004052675,0.0004542225,0.00004568862,0.000008711968,0.00002483806,0.0002653889,0.000003079935,0.0002018182,0.3249059,0.00001843241,0.6740261],"study_design_scores_gemma":[0.003336261,0.002946213,0.01246384,0.00181365,0.00005705203,0.003608861,0.0005491496,0.06202302,0.001380487,0.4538772,0.4567419,0.001202346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03171233,0.0007924479,0.9665483,0.0004226115,0.0002356603,0.00009004689,1.697937e-7,0.00001695881,0.0001814215],"genre_scores_gemma":[0.0293642,0.00003318391,0.9699488,0.0004591628,0.0001594939,0.000003294355,1.19583e-7,0.000004873394,0.00002692425],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6728237,"threshold_uncertainty_score":0.3323697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887920734177913,"score_gpt":0.3494686280760919,"score_spread":0.3205894207343127,"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."}}