{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05944903,0.002665457,0.005577798,0.032562,0.002797953,0.008289819,0.003424922,0.005367994,0.005359504],"category_scores_gemma":[0.1697545,0.00213444,0.004085087,0.02898503,0.003345239,0.01175065,0.006159071,0.003327159,0.001567078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006670306,"about_ca_system_score_gemma":0.04176634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005472097,"about_ca_topic_score_gemma":0.0103947,"domain_scores_codex":[0.9463217,0.02197554,0.01648599,0.00262981,0.0117038,0.0008831376],"domain_scores_gemma":[0.8542765,0.09573209,0.01719692,0.003744176,0.02763457,0.001415796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009645929,0.00004234366,0.001037652,0.6305875,0.0008649396,0.0003104623,0.00238509,0.0002821791,0.0005887557,0.008185625,0.01738907,0.33823],"study_design_scores_gemma":[0.00002487343,0.00004878711,0.0009663791,0.9208031,0.001133419,0.0002686366,0.00100211,0.0001182626,0.0001774461,0.003041342,0.07238616,0.00002948558],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007872118,0.982042,0.004329127,0.004232536,0.001893351,0.002658184,0.0003440507,0.00004806444,0.003665455],"genre_scores_gemma":[0.008303237,0.9752604,0.009509442,0.00141514,0.0005564802,0.003844854,0.0004852779,0.00002509682,0.0006001189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05944903,"threshold_uncertainty_score":0.3144003,"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."}}