{"id":"W4414014054","doi":"10.3390/genealogy9030090","title":"The Time Is Now: Reclaiming Child Protection Decision Making Within Australia","year":2025,"lang":"en","type":"article","venue":"Genealogy","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Winston Churchill Memorial Trust; Australian Government","keywords":"Geography; Psychology; Political science; Environmental planning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003279784,0.0001345433,0.0001446869,0.0001064025,0.0005936658,0.00004885895,0.0002339736,0.0001782169,0.001080279],"category_scores_gemma":[0.00003065637,0.0001023044,0.00007898889,0.0002704806,0.00006109492,0.00003386754,0.00006032706,0.0003041245,0.002495779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004228183,"about_ca_system_score_gemma":0.00002043364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007721757,"about_ca_topic_score_gemma":0.0003022295,"domain_scores_codex":[0.9988302,0.0001067802,0.000294022,0.0003568495,0.0001019745,0.0003101795],"domain_scores_gemma":[0.9992383,0.0001199782,0.00009350492,0.0004827009,0.00003682175,0.00002870661],"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":[0.001027641,0.0002082209,0.003973728,0.00003025555,0.0005692808,0.00005842288,0.005783213,0.0001377415,0.001697646,0.03675639,0.1698947,0.7798628],"study_design_scores_gemma":[0.002742116,0.0003208473,0.2330368,0.0004821613,0.000175975,0.0003459664,0.0004340838,0.0007834247,0.004553885,0.04589979,0.7105728,0.000652207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865706,0.001043593,0.006432547,0.009267714,0.005768157,0.001051142,0.00001163734,0.0002070093,0.08964761],"genre_scores_gemma":[0.9834049,0.00001689247,0.0004518619,0.00136317,0.0003046791,0.00006398757,0.000003425885,0.00001826622,0.01437286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7792106,"threshold_uncertainty_score":0.9998329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383903506258208,"score_gpt":0.3380844697028216,"score_spread":0.3042454346402396,"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."}}