{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001777949,0.0006938546,0.0004141045,0.001260027,0.003353033,0.005716015,0.001920295,0.002769218,0.4098954],"category_scores_gemma":[0.004897178,0.0002722039,0.0006272098,0.001472645,0.001504532,0.002806387,0.003699712,0.002315521,0.2216173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003279434,"about_ca_system_score_gemma":0.005734823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007295,"about_ca_topic_score_gemma":0.01380146,"domain_scores_codex":[0.9977724,0.0003401196,0.00009907592,0.0005279981,0.0008606676,0.0003997363],"domain_scores_gemma":[0.9978403,0.0002469787,0.0001100708,0.0003124625,0.001031169,0.0004590686],"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":[0.00009920172,0.0000992568,0.00254251,0.0003083229,0.000009277625,0.0003095913,0.002087191,0.00009970698,0.0005938428,0.1309688,0.6759799,0.1869024],"study_design_scores_gemma":[0.000004261073,0.00001377849,0.0009354834,0.0001137128,0.000002200653,0.0001075148,0.0005099088,0.00002366679,0.0001051412,0.003742248,0.9944367,0.000005514244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.003108455,0.001720888,0.003650337,0.01379725,0.003340058,0.0002439619,0.002836894,0.0005923192,0.9707099],"genre_scores_gemma":[0.02858684,0.00189398,0.004015762,0.007722671,0.0008245339,0.0002819728,0.002835936,0.0002953007,0.9535431],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5901046,"threshold_uncertainty_score":0.8417126,"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."}}