{"id":"W4229439229","doi":"10.1002/icd.2320","title":"Reliable developmental research: Not only for infancy","year":2022,"lang":"en","type":"article","venue":"Infant and Child Development","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Reliability (semiconductor); Cognition; Interpretation (philosophy); Developmental psychology; Cognitive development; Cognitive psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001854321,0.0002747031,0.0003109365,0.0003561746,0.002433606,0.00008281014,0.0003713582,0.00007965893,0.002165892],"category_scores_gemma":[0.00006886468,0.0002733728,0.00006804224,0.0004053612,0.00009871997,0.0000746574,0.0006738043,0.000683928,0.0002045404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049987,"about_ca_system_score_gemma":0.0005470775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000533394,"about_ca_topic_score_gemma":0.0000295623,"domain_scores_codex":[0.9969981,0.0001188757,0.0005661268,0.0007850758,0.0006827624,0.0008490161],"domain_scores_gemma":[0.9991757,0.0001862777,0.0001123649,0.0002294314,0.0001025814,0.0001936281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003218538,0.001704877,0.2692797,0.0002840965,0.001119566,0.0002232311,0.1124031,0.00003596282,0.00047801,0.1568975,0.2110364,0.2433191],"study_design_scores_gemma":[0.00108711,0.0001425159,0.2892028,0.00004458092,0.000004912501,0.0001720788,0.002069034,0.000003508032,0.0002699011,0.0001842893,0.7064729,0.0003463647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8825645,0.001026114,0.00007746262,0.002413979,0.001074251,0.001247212,0.00004731943,0.0001913647,0.1113577],"genre_scores_gemma":[0.9692739,0.00003456106,0.009368865,0.001945893,0.0001824044,0.0009634669,0.0001514102,0.00006189153,0.01801765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4954365,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610670866206165,"score_gpt":0.331287870848975,"score_spread":0.2751811621869134,"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."}}