{"id":"W4362475762","doi":"10.24908/iqurcp16295","title":"No Nut November: Needed? Or Just Nuts?","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Misinformation; Harm; Psychology; Situational ethics; Social psychology; Medicine; Psychiatry; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003011451,0.0005782944,0.0007310782,0.001823108,0.0006709109,0.0005408167,0.001901328,0.0008628375,0.002240056],"category_scores_gemma":[0.001272389,0.0005113725,0.0001579212,0.004283024,0.002108796,0.0005581022,0.0009932284,0.002160218,0.01525559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005555,"about_ca_system_score_gemma":0.000560837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223214,"about_ca_topic_score_gemma":0.0001487682,"domain_scores_codex":[0.992888,0.00022098,0.0008557263,0.001658676,0.001664995,0.002711619],"domain_scores_gemma":[0.9951432,0.0006502182,0.000221894,0.0008617222,0.002562999,0.0005599444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000659926,0.0005644043,0.01166626,0.0002085288,0.0001952291,0.000351131,0.01047197,1.851082e-7,0.006698895,0.5908185,0.3638333,0.01453171],"study_design_scores_gemma":[0.005240191,0.003583593,0.009020301,0.0004955692,0.0001269347,0.000322047,0.1607556,0.0005212291,0.005197994,0.132239,0.6801085,0.002389079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7362457,0.00009072367,0.0001704985,0.05001656,0.002947533,0.002054277,0.00005005558,0.003469371,0.2049553],"genre_scores_gemma":[0.816211,0.000414546,0.0001572355,0.0003329698,0.000779707,0.0008191465,0.00005206281,0.0001323389,0.181101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4585795,"threshold_uncertainty_score":0.9997338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2642350202288437,"score_gpt":0.4641938634181049,"score_spread":0.1999588431892612,"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."}}