{"id":"W2315508315","doi":"10.1177/0272431615580772","title":"Systematic Observation of Early Adolescents in Educational Settings","year":2015,"lang":"en","type":"article","venue":"The Journal of Early Adolescence","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Developmental psychology; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004711099,0.0006036657,0.001242758,0.005386989,0.001942303,0.001267161,0.001179085,0.001058985,0.0013245],"category_scores_gemma":[0.02489082,0.0009734459,0.0007854459,0.004693033,0.0008078942,0.001437371,0.002780193,0.0009286215,0.0003865138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003025156,"about_ca_system_score_gemma":0.009196887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05462268,"about_ca_topic_score_gemma":0.1222774,"domain_scores_codex":[0.9913346,0.003463427,0.001988599,0.001162546,0.001019742,0.001031124],"domain_scores_gemma":[0.9780127,0.006265061,0.007357096,0.001449287,0.005672397,0.001243522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000288775,0.0002512101,0.9738843,0.001825329,0.0001481186,0.0004083503,0.01212592,0.00002724677,0.0004546311,0.00006041825,0.0008508597,0.009674879],"study_design_scores_gemma":[0.00004784533,0.0003546083,0.9776706,0.001422872,0.000216463,0.0004944899,0.01675321,0.00004342343,0.0003652961,0.00004645061,0.002559685,0.00002509046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888671,0.006142524,0.0004124641,0.0001436946,0.00002869299,0.0008375322,0.002685557,0.00001070991,0.0008717325],"genre_scores_gemma":[0.9915045,0.003799261,0.0008773044,0.0002330614,0.00002378272,0.001367036,0.001675573,0.000009612991,0.0005097773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05462268,"threshold_uncertainty_score":0.1086095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03925892989483843,"score_gpt":0.3039381840764251,"score_spread":0.2646792541815867,"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."}}