{"id":"W1933950922","doi":"10.1111/cch.12181","title":"Developmental vulnerability – don't investigate without a model in mind","year":2014,"lang":"en","type":"review","venue":"Child Care Health and Development","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vulnerability (computing); Psychological intervention; Psychology; Early childhood; Developmental psychology; Computer science; Psychiatry; Computer security","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":[0.0008183389,0.0009316102,0.003175369,0.0005707463,0.0003707246,0.0000541392,0.0002063424,0.0005420268,0.00003544598],"category_scores_gemma":[0.000101364,0.0007619073,0.0001875646,0.0003338502,0.0001306016,0.00007829272,0.0002375206,0.001085872,0.00002934277],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502961,"about_ca_system_score_gemma":0.01279902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002311362,"about_ca_topic_score_gemma":0.0001806234,"domain_scores_codex":[0.9953213,0.0002077291,0.001833403,0.001153442,0.0005385327,0.0009455995],"domain_scores_gemma":[0.9979084,0.00006793225,0.0004461367,0.0003246569,0.000125252,0.001127683],"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":[0.0000286316,0.00001675912,0.002612479,0.04519273,0.00007166408,0.00002147846,0.01138204,4.45081e-7,1.49708e-8,0.000009574268,0.0003269206,0.9403373],"study_design_scores_gemma":[0.001192899,0.00007801878,0.0003919914,0.03136935,0.00006459925,0.0003410491,0.0003993733,0.00002758657,0.000002464586,0.000006998397,0.9652207,0.0009049091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001451637,0.9893962,0.00004884452,0.0001186356,0.0002034975,0.002783363,0.0000623632,0.00007027693,0.005865147],"genre_scores_gemma":[0.0003605913,0.9518752,0.04139547,0.002431192,0.0001111814,0.0004421657,0.0031319,0.00009744288,0.0001548568],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9648938,"threshold_uncertainty_score":0.9994832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05609681027577556,"score_gpt":0.3497695362941058,"score_spread":0.2936727260183302,"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."}}