{"id":"W4312518277","doi":"10.33137/ic.v31i.39173","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001297263,0.0008578345,0.0003992887,0.001650182,0.002399824,0.004930371,0.001437569,0.002058535,0.4936229],"category_scores_gemma":[0.003423761,0.0002275184,0.0006140764,0.001363551,0.001047999,0.001497517,0.002262723,0.002006722,0.3498138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003456985,"about_ca_system_score_gemma":0.006443598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02255446,"about_ca_topic_score_gemma":0.03487751,"domain_scores_codex":[0.9986959,0.000163415,0.00003294876,0.0002682147,0.0005855364,0.0002539706],"domain_scores_gemma":[0.9981247,0.0001625426,0.0000736053,0.0002025435,0.000956571,0.0004800417],"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":[0.0000441389,0.00003188147,0.0004719066,0.0001526758,0.000003106088,0.00008536271,0.0001955407,0.00005193993,0.0003056463,0.02849652,0.87915,0.09101137],"study_design_scores_gemma":[0.000002096781,0.000004926291,0.0003169165,0.00006148233,0.00000100125,0.00003684029,0.00006006559,0.000008323409,0.00005037119,0.0008931347,0.9985623,0.000002621221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0009205113,0.002380266,0.001542903,0.01260139,0.009474716,0.0001232877,0.00282674,0.0006391284,0.969491],"genre_scores_gemma":[0.00534683,0.001604948,0.001195391,0.00514891,0.002003307,0.0001098309,0.00214414,0.0002620473,0.9821846],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5063771,"threshold_uncertainty_score":0.7222855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007416163278318804,"score_gpt":0.1979251806018443,"score_spread":0.1905090173235255,"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."}}