{"id":"W4220961106","doi":"10.1088/1742-6596/2197/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yesterday; Art history; History; Library science; Classics; Physics; Computer science; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001640263,0.001092542,0.0008205116,0.002489987,0.003326066,0.005256088,0.001723226,0.00185756,0.550332],"category_scores_gemma":[0.01103386,0.0003857051,0.0006893967,0.002162053,0.000909779,0.004120973,0.002817941,0.00342942,0.4142709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435386,"about_ca_system_score_gemma":0.002973922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004024099,"about_ca_topic_score_gemma":0.004686571,"domain_scores_codex":[0.9985254,0.0002122429,0.0001108448,0.0003068894,0.0006850542,0.0001595629],"domain_scores_gemma":[0.9957633,0.0006431469,0.0001797574,0.0004251059,0.0023089,0.0006797489],"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":[0.0000253077,0.00001363251,0.00009924509,0.00009109074,0.000001939791,0.0000425279,0.0001306239,0.00003460865,0.00007511344,0.005421338,0.9655718,0.02849276],"study_design_scores_gemma":[0.000002430701,0.00000886713,0.0001798306,0.00008110111,9.091394e-7,0.00004416941,0.0001041835,0.00001176955,0.00003270465,0.00129616,0.9982346,0.000003251654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001447017,0.008907375,0.004064314,0.02786261,0.09820378,0.0004928251,0.01362992,0.0016859,0.8437063],"genre_scores_gemma":[0.006879486,0.005249611,0.002075956,0.007694771,0.01487508,0.0003030174,0.01243576,0.001033833,0.9494525],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.550332,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05416263532632218,"score_gpt":0.2363166825171173,"score_spread":0.1821540471907951,"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."}}