{"id":"W4396977569","doi":"10.33137/ic.v38i1.43421","title":"Contributors","year":2024,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001545297,0.0001315118,0.0001170329,0.0002788173,0.00006096395,0.0002055609,0.0001662862,0.00006184877,0.002036991],"category_scores_gemma":[0.00007420946,0.000135524,0.00007927248,0.0006034516,0.00006361523,0.0001776948,0.00001095208,0.0001254716,0.03548273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007991809,"about_ca_system_score_gemma":0.0004978013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04080902,"about_ca_topic_score_gemma":0.1534494,"domain_scores_codex":[0.9988926,0.00002329462,0.0001363101,0.0002742106,0.0001792783,0.000494328],"domain_scores_gemma":[0.9991354,0.00003988458,0.00001210477,0.0002610281,0.0000326693,0.0005189109],"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":[0.000001877445,0.000003524972,0.000406831,0.00001715065,0.00006821316,0.001159184,0.0001662241,0.000005702491,0.000359862,0.05283988,0.9386802,0.006291328],"study_design_scores_gemma":[0.00008237525,0.0000135217,0.001459693,0.00003934177,0.00002365161,0.00003800321,0.00003871875,0.0006083552,0.0002242135,0.0009521116,0.9963289,0.0001910396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3220237,0.02361009,0.0001293134,0.01584204,0.008558468,0.001044892,0.01047288,0.003656286,0.6146623],"genre_scores_gemma":[0.9848217,0.000001407033,0.00003904797,0.0004366779,0.0002770268,0.00001341351,0.00005620455,0.00009010314,0.01426442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.662798,"threshold_uncertainty_score":0.9988753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006684660841921057,"score_gpt":0.2455534437700008,"score_spread":0.2388687829280798,"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."}}