{"id":"W3029493993","doi":"10.24820/ark.5550190.p001.482","title":"A tribute to Professor Zbigniew Czarnocki","year":2020,"lang":"nl","type":"article","venue":"ARKIVOC","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uniwersytet Warszawski; Government of Canada; McMaster University","keywords":"Tribute; Chemistry; Polymer science; Art history; Art","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003512436,0.0004210815,0.0005658449,0.00005149378,0.0003216551,0.00005625481,0.0005053874,0.0005486122,0.008926988],"category_scores_gemma":[0.0005187233,0.0004150097,0.0002681868,0.0007193006,0.0002034268,0.0001896094,0.0003380205,0.001510554,0.01494336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029842,"about_ca_system_score_gemma":0.0001578892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005513804,"about_ca_topic_score_gemma":0.00002579444,"domain_scores_codex":[0.9972983,0.000336456,0.0005895281,0.0007002329,0.0002242991,0.0008511724],"domain_scores_gemma":[0.9976116,0.0004662723,0.0001529592,0.000293381,0.0001433638,0.001332427],"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":[0.00112598,0.0007220025,0.002232138,0.0002877282,0.0004356741,0.0001290449,0.002748705,0.00001671252,0.07780983,0.001121509,0.8511842,0.06218649],"study_design_scores_gemma":[0.001581894,0.0004053384,0.0004715612,0.00005788239,0.0003284225,0.00001144081,0.0003170511,0.000654386,0.05746515,0.0001912416,0.9380481,0.0004675746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2732358,0.007826329,0.0002618621,0.6847132,0.004518042,0.003378104,0.0007250971,0.0004081247,0.02493345],"genre_scores_gemma":[0.8897114,0.002161727,0.0002569319,0.08432227,0.002537774,0.0003392271,0.00006407306,0.00006794502,0.02053858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6164757,"threshold_uncertainty_score":0.9998302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.198501875214312,"score_gpt":0.4559430967864874,"score_spread":0.2574412215721753,"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."}}