{"id":"W4244090509","doi":"10.29173/eureka28757","title":"Full Issue","year":2021,"lang":"en","type":"article","venue":"Eureka","topic":"Academic and Historical Perspectives in Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Eurostars; York University","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008283962,0.00008830024,0.000136442,0.00003504861,0.00006172737,0.000005170621,0.000158529,0.0001815355,0.0371746],"category_scores_gemma":[0.00006714485,0.0000891002,0.00006418521,0.0001869544,0.00009263673,0.00002418295,0.0000407141,0.0003699058,0.01029099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005113943,"about_ca_system_score_gemma":0.00001747218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000900211,"about_ca_topic_score_gemma":0.000002283026,"domain_scores_codex":[0.9990793,0.0001029939,0.0001409141,0.0003525291,0.00008628259,0.0002379179],"domain_scores_gemma":[0.9994271,0.0000640358,0.00003605613,0.000347416,0.00004616986,0.00007921251],"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":[0.00005085521,0.0001239906,0.0005188145,0.00000217297,0.00004320306,0.000232503,0.003294523,3.463531e-7,0.0007131254,0.1321601,0.8544011,0.008459315],"study_design_scores_gemma":[0.0002957508,0.00006631615,0.003204992,0.000002146187,0.00001052065,0.0001560055,0.0008326864,9.028369e-7,0.00004415307,0.006483198,0.9887952,0.0001081775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004479454,0.006484878,0.002358399,0.004570172,0.005250992,0.00004378723,0.000004342814,0.0001008848,0.9767071],"genre_scores_gemma":[0.4561604,0.0001279335,0.001601047,0.009331924,0.003303845,0.00002694768,0.00001185204,0.00004700581,0.529389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.451681,"threshold_uncertainty_score":0.9904796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305830499307441,"score_gpt":0.3566662376642479,"score_spread":0.3336079326711734,"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."}}