{"id":"W4401685879","doi":"10.1016/j.appdev.2024.101694","title":"From opportunity gap to opportunity yield: The benefits of out-of-school authentic mentored research for youth from historically marginalized communities in STEM","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Developmental Psychology","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Science Foundation","keywords":"Psychology; Yield (engineering); Developmental psychology","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":[0.01971838,0.000552445,0.0007481549,0.00143929,0.0114014,0.01141287,0.001973624,0.001666516,0.004255414],"category_scores_gemma":[0.02837246,0.000583848,0.0007912197,0.0008553548,0.008915457,0.008756266,0.02462612,0.002852175,0.0005572703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002385314,"about_ca_system_score_gemma":0.005190267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131412,"about_ca_topic_score_gemma":0.004752824,"domain_scores_codex":[0.9798051,0.01561201,0.0004202953,0.0007902234,0.001464519,0.001907988],"domain_scores_gemma":[0.9800598,0.009970359,0.001977017,0.00155493,0.001360086,0.005077837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001792576,0.000339281,0.03686002,0.00052401,0.00005513959,0.001865026,0.8758946,0.00006280879,0.001568711,0.0077538,0.003219883,0.07167744],"study_design_scores_gemma":[0.00001216663,0.0003657712,0.01339209,0.0005192627,0.00003594593,0.001325544,0.9436271,0.00008757086,0.0006096602,0.003901598,0.03608729,0.0000360903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973511,0.001452808,0.005088187,0.007495903,0.0002151919,0.0002063471,0.0001166547,0.00007467227,0.01183939],"genre_scores_gemma":[0.9948349,0.0004993854,0.002243579,0.0009438986,0.00005173129,0.0002227354,0.00004567844,0.00002806775,0.001130107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01971838,"threshold_uncertainty_score":0.104282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3796635012466916,"score_gpt":0.4319493135344527,"score_spread":0.05228581228776108,"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."}}