{"id":"W1849164208","doi":"10.1002/9781119125556.devpsy116","title":"A Survey of Dynamic Systems Methods for Developmental Psychopathology","year":2016,"lang":"en","type":"other","venue":"","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Commensurability (mathematics); Psychology; Data science; Computer science; Developmental psychopathology; Psychopathology; Space (punctuation); Management 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001242713,0.0003127197,0.0007184357,0.00031564,0.00003032374,0.000008760997,0.0002939175,0.0004569843,0.01367576],"category_scores_gemma":[0.00009856488,0.0002262873,0.0001055803,0.00009679746,0.00009662865,0.000007555893,0.00005492152,0.0001252831,0.000892099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006056675,"about_ca_system_score_gemma":0.0001158354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006345916,"about_ca_topic_score_gemma":0.0002727157,"domain_scores_codex":[0.997937,0.0005450569,0.00047332,0.0005967056,0.00009007716,0.0003578918],"domain_scores_gemma":[0.9987604,0.0004355953,0.0003855877,0.0002873449,0.00006423698,0.00006681087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001415467,0.000129078,0.002674746,0.0001704864,0.000539833,0.000004169677,0.0002060654,1.920687e-8,0.0002949787,0.004594517,0.8428374,0.1484072],"study_design_scores_gemma":[0.000940451,0.000103838,0.05932571,0.0002230231,0.00002315657,0.00003350215,0.00006037029,0.00000437377,0.000003932936,0.00002584301,0.938874,0.0003817719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000512988,0.00242051,0.08182363,0.00003550113,0.003549662,0.000847859,0.0002345121,0.0001845812,0.9108524],"genre_scores_gemma":[0.001033363,0.00005340732,0.06189501,0.00005754305,0.00009369666,0.0001616644,0.0001484064,0.0004066083,0.9361503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1480254,"threshold_uncertainty_score":0.9998858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191611232050035,"score_gpt":0.4227165558785705,"score_spread":0.3808004435580702,"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."}}