{"id":"W4212867857","doi":"10.7202/1071559ar","title":"Preface","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"category_scores_codex":[0.0000868033,0.00007373057,0.00009119269,0.00001722095,0.00003390374,0.00001983977,0.0001446139,0.00002355748,0.001393734],"category_scores_gemma":[0.0002988861,0.00007084508,0.00004594038,0.0002783871,0.00002010541,0.00008559109,0.00006546124,0.00006604839,0.05806677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001992264,"about_ca_system_score_gemma":0.00001578478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002298208,"about_ca_topic_score_gemma":0.000005088279,"domain_scores_codex":[0.9993676,0.00004081231,0.00009235008,0.0001790655,0.0001578175,0.0001623382],"domain_scores_gemma":[0.9996141,0.00003358416,0.00002962066,0.0001533036,0.00002533445,0.0001440426],"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":[0.000104524,0.00007965834,0.05494128,0.00006817096,0.0001075402,0.00004045709,0.00525088,0.0003055336,0.2365678,0.001480008,0.6895255,0.01152864],"study_design_scores_gemma":[0.000604395,0.00008964911,0.025397,0.00001179888,0.00005847457,0.000003215399,0.0002784934,0.00495141,0.03834278,0.000372959,0.9295086,0.0003812595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8744314,0.0004414073,0.001137289,0.01203377,0.0001162981,0.0003188279,0.00008856098,0.001675483,0.109757],"genre_scores_gemma":[0.9962066,0.000002839284,0.001404164,0.001871386,0.0001243871,0.000008551327,0.000004504958,0.00004430268,0.0003332167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2399831,"threshold_uncertainty_score":0.9995191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06376252860452138,"score_gpt":0.2388356878388946,"score_spread":0.1750731592343732,"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."}}