{"id":"W4319985337","doi":"10.31234/osf.io/9ysqx","title":"Topic Analysis Reveals First Impressions of Voices","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Categorization; Valence (chemistry); Dominance (genetics); Psychology; Social psychology; Set (abstract data type); Dimension (graph theory); Space (punctuation); Cognitive psychology; Computer science; Artificial intelligence; Mathematics; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008668449,0.0003058095,0.0004408476,0.002528051,0.0005598483,0.001896345,0.0002060469,0.000485447,0.00489646],"category_scores_gemma":[0.00694126,0.0001664697,0.0004491163,0.00127513,0.0004090031,0.001468451,0.001205184,0.0004547319,0.001937177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836174,"about_ca_system_score_gemma":0.0001477211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007007415,"about_ca_topic_score_gemma":0.0008528299,"domain_scores_codex":[0.998924,0.0003175727,0.00007603485,0.0002245312,0.0003141217,0.0001436926],"domain_scores_gemma":[0.9917499,0.005045763,0.0009679461,0.0007509979,0.001053308,0.0004320656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003070797,0.0001911967,0.2712554,0.002494802,0.0004304727,0.001445511,0.09932467,0.000783417,0.256461,0.006667891,0.02248792,0.3353871],"study_design_scores_gemma":[0.00003391973,0.000417296,0.9147384,0.0001824627,0.0001143432,0.001316625,0.02824958,0.004275806,0.01804642,0.004243649,0.02825452,0.0001269574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623492,0.001095579,0.01043989,0.0002857419,0.0001379766,0.00009852109,0.002200312,0.0004028585,0.02298984],"genre_scores_gemma":[0.9912731,0.000294521,0.003823397,0.00005606416,0.0001450631,0.000064542,0.0014951,0.0001261801,0.002721931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00489646,"threshold_uncertainty_score":0.01638031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09813300578115416,"score_gpt":0.4124230410748934,"score_spread":0.3142900352937392,"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."}}