{"id":"W4402015506","doi":"10.1002/jad.12399","title":"Defining contribution: A scoping review","year":2024,"lang":"en","type":"review","venue":"Journal of Adolescence","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Developmental psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003588846,0.0002373724,0.001754074,0.0001628392,0.0002887489,0.0001431521,0.0005577884,0.0002514823,0.0001348181],"category_scores_gemma":[0.001348236,0.0001800376,0.000827439,0.0007695928,0.0001472122,0.0002292746,0.00006578342,0.0008152035,0.0003011172],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003810602,"about_ca_system_score_gemma":0.006791079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008204197,"about_ca_topic_score_gemma":0.00002523311,"domain_scores_codex":[0.9969362,0.0004029256,0.001319483,0.0001776485,0.0008056522,0.0003580684],"domain_scores_gemma":[0.9980051,0.000153732,0.001241923,0.0001057546,0.0002812179,0.0002122756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001579891,0.00002087512,0.0001096434,0.1208899,0.0001177787,0.0002850929,0.0007705106,6.110334e-9,5.655699e-9,0.004180733,0.01243371,0.8611902],"study_design_scores_gemma":[0.00002125357,0.000008069482,0.000002234832,0.5173726,0.00061614,0.00002906943,0.00002820207,7.184977e-9,1.312786e-8,0.00003493956,0.4817731,0.0001143936],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.66823e-7,0.9944621,0.00003430022,0.0003830058,0.001698195,0.0005414113,0.000004045509,0.00002597791,0.002850842],"genre_scores_gemma":[0.00001004361,0.9980915,0.0001668321,0.0002124946,0.0009703399,0.000007108591,0.000004559874,0.00002028641,0.0005168892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8610758,"threshold_uncertainty_score":0.9988395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0655292081265534,"score_gpt":0.4418836069499779,"score_spread":0.3763543988234245,"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."}}