{"id":"W2100505722","doi":"10.26522/brocked.v15i2.70","title":"Profiling Expelled Students","year":2006,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Profiling (computer programming); Dating violence; Psychology; Confidentiality; Social psychology; Criminology; Mathematics education; Human factors and ergonomics; Poison control; Domestic violence; Law; Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004485548,0.000062611,0.0000747688,0.00008794865,0.0008582935,0.0002870225,0.0002599368,0.00004538805,0.001016604],"category_scores_gemma":[0.0002549073,0.00006029407,0.00005484555,0.000218818,0.00003785149,0.0003204767,0.00001706072,0.0001397601,0.0001273553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515244,"about_ca_system_score_gemma":0.001979073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002622144,"about_ca_topic_score_gemma":0.0001428671,"domain_scores_codex":[0.9987511,0.0001894014,0.0002959948,0.0001054706,0.0004598649,0.0001981514],"domain_scores_gemma":[0.9991693,0.00003862235,0.0001805724,0.00009278866,0.000338211,0.0001804973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009665962,0.00139573,0.5571423,0.000008335175,0.00001292727,4.363146e-7,0.01093867,0.00002297004,0.0005953452,0.02608661,0.3978293,0.005957662],"study_design_scores_gemma":[0.0004912582,0.00003099753,0.2215516,0.00005492732,0.00002529162,0.00001796002,0.1468409,0.000002919297,0.0006285442,0.02980559,0.6002225,0.0003275447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324042,0.0002880518,0.0002917548,0.003169388,0.002253677,0.0001396264,5.845234e-7,0.00003235384,0.06142035],"genre_scores_gemma":[0.9500747,0.00005141124,0.001283211,0.0003588454,0.004416226,0.00001602786,0.000008264441,0.000007318217,0.04378397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3355907,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03037577150907049,"score_gpt":0.4138654913128942,"score_spread":0.3834897198038237,"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."}}