{"id":"W4387119570","doi":"10.1080/0145935x.2023.2261370","title":"Needs-Based Mentoring in Schools: A Holistic Approach for Working with Youth at-Risk","year":2023,"lang":"en","type":"article","venue":"Child & Youth Services","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Pedagogy; Sociology; Medical education; Developmental psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008759975,0.0003055342,0.0003295071,0.0004384391,0.0002763495,0.00007336766,0.0004374463,0.0001615008,0.00002697854],"category_scores_gemma":[0.00001716975,0.0002612271,0.00006567562,0.001009193,0.0000226649,0.00006959498,0.0001054611,0.0004316949,0.0001011812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196492,"about_ca_system_score_gemma":0.00003099817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00042508,"about_ca_topic_score_gemma":0.0000417977,"domain_scores_codex":[0.9977383,0.00007958574,0.0003978916,0.0005960268,0.0003086665,0.0008795526],"domain_scores_gemma":[0.9990585,0.00009420111,0.0002290331,0.0004044595,0.00003007274,0.0001836809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007121523,0.0001945147,0.7907285,0.0004819609,0.0002393722,0.00001225613,0.2013833,0.003030621,0.00001529392,0.0002885491,0.0001338104,0.002779636],"study_design_scores_gemma":[0.0183785,0.0004251662,0.4214289,0.004755466,0.0007145708,0.00001015525,0.5307712,0.007575982,0.0003954925,0.0002031176,0.01271227,0.002629195],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847794,0.0003756459,0.000426479,0.0001175404,0.001238273,0.000700731,0.00008704852,0.0003576739,0.01191717],"genre_scores_gemma":[0.9962251,0.00001803049,0.001075166,0.0002769735,0.0004609168,0.0002939063,0.000457623,0.00006780169,0.001124457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3692996,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06985624807603573,"score_gpt":0.2947404492553123,"score_spread":0.2248842011792765,"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."}}