{"id":"W2888609224","doi":"10.1111/cch.12615","title":"A replicable, low‐burden mechanism for observing, recording, and analysing mother–child interaction in population research","year":2018,"lang":"en","type":"article","venue":"Child Care Health and Development","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medical Research Council; National Health and Medical Research Council; European Commission; University of Cambridge; Department of Health and Social Care; National Institute for Health and Care Research; Louisiana Board of Regents; H2020 Marie Skłodowska-Curie Actions; World Health Organization","keywords":"Inter-rater reliability; Toddler; Observational study; Coding (social sciences); Psychology; Developmental psychology; Intraclass correlation; Observational methods in psychology; Population; Intra-rater reliability; Medicine; Psychometrics; Statistics; Rating scale","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":[0.0007870353,0.0001556451,0.0002377959,0.0003961813,0.00065577,0.00006512217,0.0000864682,0.0001126556,0.0000882434],"category_scores_gemma":[0.00009873776,0.0001494898,0.00002079888,0.0002872576,0.00003416419,0.0001011487,0.00007540151,0.000209659,0.00001221578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447641,"about_ca_system_score_gemma":0.0001328309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002600572,"about_ca_topic_score_gemma":0.004082322,"domain_scores_codex":[0.9982114,0.000121556,0.0004269762,0.0005523357,0.0001808879,0.0005068072],"domain_scores_gemma":[0.999264,0.00006383377,0.0001196164,0.0002037758,0.0001590465,0.000189711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000407692,0.00008693904,0.07965908,0.0005068362,0.00007909574,0.00000602343,0.1550447,0.000001084895,0.000007745814,0.004320795,0.002881429,0.7569985],"study_design_scores_gemma":[0.009575809,0.001434509,0.6249071,0.003037412,0.00002689242,0.0001172293,0.2062719,0.0008720002,0.0004053179,0.005462054,0.1461601,0.001729696],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836452,0.00278462,0.001553558,0.002574506,0.0006304851,0.001270277,0.000004628607,0.00007520173,0.007461495],"genre_scores_gemma":[0.9920046,0.0001515247,0.005350197,0.001674127,0.0002000361,0.0001642911,0.0001660543,0.00002858186,0.0002605263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7552688,"threshold_uncertainty_score":0.6096017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0599947015002241,"score_gpt":0.4050504537481734,"score_spread":0.3450557522479494,"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."}}