{"id":"W4387028639","doi":"10.2139/ssrn.4582323","title":"The Importance of a Helping Hand in Education and in Life","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Child Therapy and Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Canadian Institute for Advanced Research","funders":"","keywords":"Psychology; Helping hand; Applied psychology; Medical education; 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":[],"consensus_categories":[],"category_scores_codex":[0.001445813,0.00004463856,0.00007351145,0.0001099808,0.00006790203,0.00001392396,0.00007221989,0.00002845672,0.00001118686],"category_scores_gemma":[0.00003846255,0.00003334092,0.00001604314,0.0002500448,0.00002647848,0.0000316565,0.00001053352,0.0004707847,0.000005573731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145466,"about_ca_system_score_gemma":0.001086281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004779609,"about_ca_topic_score_gemma":0.005149868,"domain_scores_codex":[0.9990169,0.00006162234,0.0002084111,0.00007775529,0.00006241259,0.0005728978],"domain_scores_gemma":[0.9997597,0.00006468032,0.0000753678,0.00006669544,0.00001236473,0.00002113275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003357219,0.000143892,0.6927572,0.000006448267,0.0001143335,0.000004949196,0.008369763,0.00001482741,0.0003102704,0.1434601,0.0004325933,0.1540498],"study_design_scores_gemma":[0.0008570195,0.00006506614,0.778569,0.00003846159,0.000002576076,0.0001022604,0.009185679,0.00001194166,0.00002754487,0.2091059,0.001967224,0.00006733613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831663,0.01434855,0.0000217022,0.001705413,0.0002006891,0.0000653643,1.38504e-7,0.000003610867,0.0004882592],"genre_scores_gemma":[0.9923437,0.006769761,0.000004909563,0.0001237422,0.00005356425,0.000008344385,6.005943e-7,0.000005193836,0.0006902163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1539824,"threshold_uncertainty_score":0.2873747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039551921883648,"score_gpt":0.2985835382745506,"score_spread":0.2881880190557142,"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."}}