{"id":"W4248029993","doi":"10.29173/fusac27","title":"Preface","year":2019,"lang":"en","type":"article","venue":"","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000448088,0.00004076444,0.00004642291,0.00002461865,0.00001574079,0.000009005507,0.00005652971,0.00004112761,0.1848843],"category_scores_gemma":[0.000002091912,0.00003379519,0.00002143087,0.00006202747,0.000008174804,0.00003792137,0.000007123895,0.00003104915,0.02303931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007605501,"about_ca_system_score_gemma":0.000005639554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000233249,"about_ca_topic_score_gemma":0.0000483736,"domain_scores_codex":[0.9996582,0.0000166446,0.00006225835,0.0001216321,0.00004742049,0.00009390209],"domain_scores_gemma":[0.9997321,0.00001095021,0.00001250945,0.0002055306,0.00001540285,0.00002352596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005503179,0.0002466021,0.3267646,0.00002061947,0.0000629942,0.000004957639,0.03152804,0.00001917593,0.01098952,0.4567585,0.1586488,0.01490119],"study_design_scores_gemma":[0.0006661238,0.00006640219,0.6808695,0.000001959352,0.000007683486,0.0000128769,0.003783008,0.00003170652,0.0001731245,0.0004521587,0.3137676,0.0001678664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5180249,0.00002962267,0.0006280415,0.00005703717,0.0004152777,0.00006908574,8.43046e-7,0.00006516501,0.48071],"genre_scores_gemma":[0.6715919,0.000001715264,0.00004569268,0.0002423616,0.00006717327,0.000003166014,0.00001127764,0.000005376472,0.3280313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4563063,"threshold_uncertainty_score":0.9777214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007246250794355543,"score_gpt":0.2874600005226801,"score_spread":0.2802137497283245,"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."}}