{"id":"W4390145177","doi":"10.1111/cdev.14062","title":"Commentary on the scientific rigor of Sen and Gredebäck's simulation: Why empirical parameters are necessary to build simulations","year":2023,"lang":"en","type":"article","venue":"Child Development","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Psychology","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":[0.0006746535,0.0001380382,0.0001669321,0.0002731347,0.0006147395,0.00006001173,0.0002385659,0.00006196932,0.0003746747],"category_scores_gemma":[0.0001258428,0.0001039906,0.00002961844,0.0007254603,0.0001446651,0.00004394839,0.0002160878,0.0002073235,0.000229117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077462,"about_ca_system_score_gemma":0.00005157019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002731684,"about_ca_topic_score_gemma":0.00005719062,"domain_scores_codex":[0.9981679,0.000209169,0.0003705778,0.0003927898,0.0004868454,0.0003727424],"domain_scores_gemma":[0.99828,0.0009462843,0.00008321643,0.0004273809,0.00006342011,0.0001997327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002967367,0.0005693454,0.1986642,0.0001926815,0.0002038731,0.00004136987,0.02139002,0.01846495,0.00002448205,0.0008068693,0.7325473,0.02679815],"study_design_scores_gemma":[0.0007214044,0.000141772,0.6990448,0.0002220571,0.000008697886,0.00000359714,0.001509221,0.003638392,0.0005072082,0.0005100133,0.2934475,0.0002453626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226497,0.00004514123,0.0001579607,0.0747509,0.0005047252,0.0009001259,0.00004353387,0.00005312145,0.0008947466],"genre_scores_gemma":[0.9817711,0.000002140903,0.0006397196,0.01669339,0.00005378082,0.00006824146,0.00008127504,0.00001699108,0.0006733533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5003806,"threshold_uncertainty_score":0.4728142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580065791720708,"score_gpt":0.4415707364582798,"score_spread":0.283564157286209,"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."}}