{"id":"W1534350698","doi":"10.15353/joci.v7i1-2.2570","title":"Welcome to JOCI reviews","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.008311229,0.0000525064,0.0001478904,0.00004691691,0.001174914,0.00001870027,0.0008594468,0.000021834,0.0001768459],"category_scores_gemma":[0.0008822963,0.00003057192,0.00006201727,0.0002136011,0.0001758871,0.000296246,0.00009114214,0.0004078731,0.0001321135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000391133,"about_ca_system_score_gemma":0.00007280527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001855355,"about_ca_topic_score_gemma":0.0001310032,"domain_scores_codex":[0.9981076,0.001096754,0.0004629797,0.000002847689,0.0002147139,0.0001150847],"domain_scores_gemma":[0.9986441,0.0004474028,0.0003991036,0.0001930998,0.0002348706,0.00008147781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001035523,0.00005475403,0.0002085929,0.00001065799,0.00001650654,2.311158e-8,0.9531478,0.000002602865,7.656066e-7,0.02583851,0.01820819,0.002501279],"study_design_scores_gemma":[0.00004828625,0.00007867918,0.002241013,0.00005094569,0.00002467115,0.000006735153,0.6635244,1.925088e-7,0.00001075039,0.01901316,0.3149554,0.00004566209],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7540286,0.000355206,0.0004790889,0.002393986,0.0006712427,0.0001578745,0.000001104575,0.000008521733,0.2419043],"genre_scores_gemma":[0.9947019,0.001761892,0.0008852492,0.002069362,0.0002056868,0.000001578377,2.148647e-7,0.00000235653,0.0003718229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2967473,"threshold_uncertainty_score":0.9036607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601591772228102,"score_gpt":0.3831343462689238,"score_spread":0.2229751690461136,"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."}}