{"id":"W4408810029","doi":"10.26443/msurj.v1i2.325","title":"A Stitch in Time Saves Nine: Early Trajectories of Psychotic-Like Experiences (PLEs) and Cognitive Bias in Children from the Adolescent Brain Cognitive Development (ABCD) Study.","year":2025,"lang":"en","type":"article","venue":"McGill Science Undergraduate Research Journal","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cognition; Psychology; Cognitive development; Developmental psychology; Cognitive psychology; Psychiatry","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":[0.0007682281,0.0003696566,0.0003511158,0.0008823335,0.0009088469,0.001009192,0.0004903079,0.0003956199,0.0007747558],"category_scores_gemma":[0.002414828,0.0003650963,0.00062935,0.0008711208,0.0003864733,0.000560192,0.001272978,0.001126014,0.0001397068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008024635,"about_ca_system_score_gemma":0.0009695973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03022605,"about_ca_topic_score_gemma":0.04625398,"domain_scores_codex":[0.9997092,0.00005840434,0.00004106445,0.00005032052,0.00006688776,0.00007412017],"domain_scores_gemma":[0.9986659,0.0001559334,0.0005730293,0.00007983012,0.0001517548,0.0003734815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009459166,0.00006850593,0.9965655,0.00001791257,0.00001989131,0.0002104319,0.001065816,0.00001575237,0.0001336054,0.00003163731,0.0002286841,0.001547698],"study_design_scores_gemma":[0.000004854131,0.00006542793,0.998248,0.00001248229,0.00001593382,0.0002616858,0.001098085,0.00002166367,0.0000488476,0.00002186955,0.0001981372,0.00000304306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994043,0.00009153476,0.0000177826,0.00004276671,0.000003361223,0.00001201498,0.0003211351,0.000001028523,0.000105997],"genre_scores_gemma":[0.9984333,0.0002170858,0.0001218155,0.00003207841,0.000004145599,0.00004752669,0.0009291676,0.000003226878,0.0002115792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03022605,"threshold_uncertainty_score":0.06010026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09013179068979356,"score_gpt":0.4047937298001032,"score_spread":0.3146619391103097,"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."}}