{"id":"W2947332506","doi":"","title":"Journal of Integrative Research & Reflection","year":2018,"lang":"en","type":"article","venue":"Journal of integrative research & reflection","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reflection (computer programming); Psychology; Sociology; Engineering ethics; Computer science; Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02144441,0.0003559816,0.0007829637,0.003921228,0.0008600928,0.0002591694,0.0008703533,0.0004429731,0.0008755336],"category_scores_gemma":[0.003868689,0.0002229627,0.0005044012,0.00362241,0.001451859,0.0007859954,0.00007544375,0.006543377,0.0001512824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034513,"about_ca_system_score_gemma":0.001192902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004749211,"about_ca_topic_score_gemma":0.001315641,"domain_scores_codex":[0.9886041,0.005685019,0.00161784,0.0004074829,0.002725243,0.0009603562],"domain_scores_gemma":[0.9685303,0.001809696,0.001203057,0.0004323229,0.02766667,0.0003579623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.02265977,0.0022296,0.001762851,0.00004576828,0.002055633,0.0003458853,0.305793,0.0000220432,0.2483068,0.0125243,0.2351565,0.1690978],"study_design_scores_gemma":[0.005720255,0.07466008,0.007026779,0.002196918,0.0001471731,0.004237063,0.5630538,0.0004633959,0.01521785,0.08696836,0.2395479,0.0007604678],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034694,0.002279517,0.04142548,0.001384904,0.005908452,0.0005710892,0.000009438282,0.00002816475,0.04492353],"genre_scores_gemma":[0.9799848,0.00326718,0.002211224,0.00008061704,0.00490677,0.00001731134,0.000002504079,0.00006503874,0.009464506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2572608,"threshold_uncertainty_score":0.9957486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439669629635414,"score_gpt":0.5218169776733201,"score_spread":0.3778500147097787,"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."}}