{"id":"W7108499355","doi":"10.5281/zenodo.17808698","title":"Power Not Needs: The missing code in understanding mental and emotional health issues.","year":2025,"lang":"","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Child Therapy and Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inversa Systems (Canada)","funders":"","keywords":"Dysfunctional family; Power (physics); Obligation; Mental health; Property (philosophy); Software deployment","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002927055,0.0004155347,0.0004489023,0.0007658324,0.004686864,0.001264949,0.001237749,0.0002423553,0.02305407],"category_scores_gemma":[0.0002114141,0.0004075216,0.0001034005,0.0008427,0.0004938539,0.0001401872,0.003226879,0.001361042,0.001098184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173957,"about_ca_system_score_gemma":0.00005717849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009652422,"about_ca_topic_score_gemma":0.000002745709,"domain_scores_codex":[0.9950432,0.001788504,0.0008567209,0.0009574873,0.0006000455,0.0007541067],"domain_scores_gemma":[0.9983414,0.0001107794,0.0003463844,0.0007466667,0.0001969228,0.0002578608],"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":[0.001650797,0.001245575,0.0001159119,0.0006992058,0.0008761525,0.0000447242,0.2203237,0.0002484233,0.0002321391,0.1922478,0.420859,0.1614565],"study_design_scores_gemma":[0.001868174,0.0002307168,0.005990972,0.0008492176,0.00001262973,0.0001624576,0.009037741,0.0003717161,0.00001774982,0.003562545,0.9774895,0.000406544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03555827,0.01106837,0.03246938,0.3631045,0.005296674,0.008723001,0.004397657,0.001443538,0.5379386],"genre_scores_gemma":[0.9756336,0.005546428,0.0003532258,0.006618788,0.0003216034,2.399778e-7,0.002833685,0.001793779,0.006898628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9400753,"threshold_uncertainty_score":0.9998376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09535222941484835,"score_gpt":0.3351105620233036,"score_spread":0.2397583326084553,"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."}}