{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1763714,0.0007374349,0.001698693,0.004092073,0.003038891,0.008133263,0.002835481,0.003599872,0.007068844],"category_scores_gemma":[0.3953993,0.001052913,0.0009616595,0.00359605,0.01424755,0.01408159,0.00533531,0.008818512,0.002283608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003091944,"about_ca_system_score_gemma":0.00819281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381005,"about_ca_topic_score_gemma":0.003617157,"domain_scores_codex":[0.8934884,0.08131511,0.006034575,0.004508596,0.01358754,0.001065822],"domain_scores_gemma":[0.3250532,0.4103611,0.02579095,0.136335,0.09449577,0.007964011],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005025135,0.0002152505,0.03212079,0.003363561,0.0002577215,0.0009152415,0.01356277,0.001132534,0.005140865,0.3714822,0.04683151,0.524475],"study_design_scores_gemma":[0.0001459078,0.001391171,0.05031244,0.01703111,0.000380871,0.003993793,0.008720964,0.004362497,0.009702773,0.5311674,0.3723764,0.0004146956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03821098,0.07205458,0.5368741,0.2202465,0.007295862,0.001210987,0.001311245,0.001473831,0.1213219],"genre_scores_gemma":[0.5373827,0.01608301,0.417963,0.0116852,0.004210131,0.002117332,0.0004714613,0.001055168,0.00903212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8236286,"threshold_uncertainty_score":0.9327521,"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."}}