{"id":"W4306810811","doi":"10.33137/ic.v36i1.39350","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Historical and Environmental Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001068007,0.00002804347,0.00003743469,0.00002382455,0.001313777,0.000007853844,0.00008087913,0.000008503646,0.00835681],"category_scores_gemma":[0.00001935172,0.00003277786,0.00002003703,0.0001556634,0.00008290279,0.00003775559,0.0000216569,0.00005345762,0.0001448499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300276,"about_ca_system_score_gemma":0.00004343917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2136055,"about_ca_topic_score_gemma":0.2062312,"domain_scores_codex":[0.9994904,0.00004236943,0.00004211115,0.000093855,0.0001726602,0.0001585474],"domain_scores_gemma":[0.9998141,0.000005597904,0.0000116081,0.00005234134,0.000002673556,0.0001136829],"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":[0.000001110079,0.00001010828,0.0005864645,4.609323e-7,0.0000050401,0.000009155549,0.004268116,0.00003140915,0.00001038844,0.01595457,0.9710353,0.008087851],"study_design_scores_gemma":[0.00002052623,0.00001204167,0.0008570146,9.028096e-8,0.000002016056,4.983087e-7,0.004062857,9.772134e-7,0.000001221615,0.0003523555,0.9946442,0.00004625362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06668922,0.001195136,0.000010328,0.1989349,0.004264643,0.0002138808,0.00006378713,0.00009788901,0.7285303],"genre_scores_gemma":[0.9144552,0.00001387973,0.00001915505,0.000845193,0.0008205281,0.00002392214,0.000004990522,0.000004184615,0.08381296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.847766,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009951965884060145,"score_gpt":0.2120699880383207,"score_spread":0.2021180221542606,"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."}}