{"id":"W4389402703","doi":"10.7202/1107595ar","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Criminologie","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","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":[0.001550679,0.000491656,0.000326446,0.00109417,0.001781882,0.003822963,0.001539329,0.001850792,0.4387825],"category_scores_gemma":[0.004595626,0.0001762179,0.0004391899,0.0009930355,0.000799704,0.001930123,0.002502069,0.001592749,0.2275503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416983,"about_ca_system_score_gemma":0.00343365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499078,"about_ca_topic_score_gemma":0.006145808,"domain_scores_codex":[0.9988343,0.0001990357,0.00004857263,0.0002542605,0.0004746593,0.0001891739],"domain_scores_gemma":[0.9980754,0.0002504676,0.00007446967,0.0002395854,0.0009144447,0.0004456516],"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":[0.00008836864,0.00008354919,0.001898647,0.0002515627,0.000005993534,0.0002151176,0.001009668,0.0001068906,0.0005011144,0.08753371,0.6376476,0.2706578],"study_design_scores_gemma":[0.000004567131,0.00001434103,0.0007092997,0.0001080471,0.000001783896,0.0001023189,0.0002718164,0.00002211025,0.0000983447,0.003320547,0.9953425,0.000004384671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003668286,0.001819851,0.006656492,0.01442517,0.006955116,0.0003022157,0.00414359,0.0008715761,0.9611576],"genre_scores_gemma":[0.02202171,0.001757735,0.00514386,0.008299375,0.001419035,0.0003017087,0.003673025,0.0003472023,0.9570364],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5612175,"threshold_uncertainty_score":0.8005087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3328840820723781,"score_gpt":0.4204304832267934,"score_spread":0.08754640115441537,"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."}}