{"id":"W4387026658","doi":"10.3386/w31706","title":"The Importance of a Helping Hand in Education and in Life","year":2023,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Child Therapy and Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Helping hand; Psychology; Internet privacy; Computer science; Materials science","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":[0.00624701,0.00008358909,0.000247704,0.0007069341,0.00005347278,0.00002141948,0.0001935965,0.0001754418,0.0001265844],"category_scores_gemma":[0.0008911292,0.00007382743,0.00003755186,0.0002186519,0.0001846489,0.00003500562,0.00006991566,0.0003923789,0.00002138319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000631576,"about_ca_system_score_gemma":0.00526609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001957419,"about_ca_topic_score_gemma":0.00586425,"domain_scores_codex":[0.998273,0.0001483167,0.0006645687,0.0002732104,0.0004465682,0.0001943307],"domain_scores_gemma":[0.9978439,0.001370357,0.0002267758,0.0001743661,0.0003489305,0.00003566392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008083836,0.000556872,0.4616316,0.0004577521,0.0005434055,0.000009382688,0.004241273,0.000132182,0.00006900505,0.3498265,0.146849,0.03487457],"study_design_scores_gemma":[0.0007817008,0.00004752043,0.7347425,0.0003711281,0.000002738762,0.00001166405,0.0008817965,0.000031466,0.00003279017,0.2368298,0.0261199,0.0001470521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5915111,0.01495147,3.654185e-7,0.002497875,0.001347634,0.0008477232,0.0000320322,0.000005321856,0.3888065],"genre_scores_gemma":[0.9826793,0.006416037,0.00002276237,0.00003275741,0.0002910958,0.0002374514,0.00009750303,0.00002330845,0.0101998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3911682,"threshold_uncertainty_score":0.9341819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3974165911729432,"score_gpt":0.5702284948664347,"score_spread":0.1728119036934915,"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."}}