{"id":"W4323787448","doi":"10.33137/ic.v22i.39925","title":"Towards Cognitive Ethnicity: Ontario “Italian” Facebook Groups","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Ethnic group; Cognition; Psychology; Internet privacy; Sociology; Computer science; Anthropology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005556734,0.0001538583,0.0001727105,0.0001681479,0.001457456,0.0001370752,0.0002989979,0.00008869433,0.02269922],"category_scores_gemma":[0.0001521517,0.0001749581,0.0001144452,0.0003636845,0.0001865444,0.0003303479,0.00003460341,0.0003170786,0.0002003165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002722866,"about_ca_system_score_gemma":0.003019533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.926945,"about_ca_topic_score_gemma":0.9983712,"domain_scores_codex":[0.9980606,0.0002814804,0.0002333615,0.000327509,0.0006117217,0.0004853259],"domain_scores_gemma":[0.9991593,0.00004371064,0.00009750197,0.0001629733,0.0001382157,0.000398259],"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":[0.00004399517,0.0001029585,0.007009099,0.00001117793,0.0001354355,0.000119726,0.3907183,0.00002109633,0.00007317248,0.1483529,0.4211493,0.03226283],"study_design_scores_gemma":[0.000202117,0.0001005508,0.007438616,0.0000102131,0.00002794163,0.000003568157,0.03112509,0.00002543907,0.00006259642,0.002425735,0.9583101,0.0002679854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3987622,0.0002425009,0.0001399866,0.003522407,0.001426216,0.001100639,0.0004247378,0.0001168579,0.5942644],"genre_scores_gemma":[0.889905,0.000009391182,0.00002921599,0.002040091,0.0002343938,0.0001743634,0.0001629601,0.00001764732,0.107427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5371609,"threshold_uncertainty_score":0.9998425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681027202178354,"score_gpt":0.2816390902846964,"score_spread":0.2548288182629128,"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."}}