{"id":"W2020840173","doi":"10.1017/s0954579403000324","title":"Dynamic systems methods for models of developmental psychopathology","year":2003,"lang":"en","type":"article","venue":"Development and Psychopathology","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":220,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; SickKids Foundation","funders":"","keywords":"Commensurability (mathematics); Psychology; Data science; Developmental psychopathology; Psychopathology; Field (mathematics); Space (punctuation); Management science; Computer science; Cognitive science; Clinical 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001847487,0.0003286394,0.0005923533,0.0002883534,0.0001927178,0.00001877538,0.0001738278,0.000263914,0.0001650635],"category_scores_gemma":[0.0001829951,0.0003231976,0.00008581646,0.0002271172,0.0002426677,0.00007955449,0.00004327956,0.0001752851,0.00002080011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004852636,"about_ca_system_score_gemma":0.0001143863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009423042,"about_ca_topic_score_gemma":0.000008875247,"domain_scores_codex":[0.9971873,0.0005282586,0.0008370861,0.000734913,0.00009479807,0.0006176131],"domain_scores_gemma":[0.9984065,0.0007687573,0.0002675627,0.0002497936,0.0001861738,0.0001212349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006057059,0.0007345622,0.02031235,0.00041443,0.0003761438,0.00005614449,0.02965074,0.00001975974,0.005588891,0.2863026,0.0009772219,0.6549614],"study_design_scores_gemma":[0.02341169,0.002586496,0.07853729,0.0005470606,0.000426432,0.009735745,0.05160494,0.002611059,0.003441269,0.1493936,0.6726255,0.005078909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6270438,0.004052129,0.3151657,0.00006185741,0.00303485,0.001007811,0.00002521886,0.00008900798,0.04951961],"genre_scores_gemma":[0.6278396,0.00004242573,0.3688726,0.0001882342,0.00002592627,0.0006262553,0.00003299694,0.00005157467,0.002320421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6716483,"threshold_uncertainty_score":0.999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06432826017932033,"score_gpt":0.3774126674884249,"score_spread":0.3130844073091046,"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."}}