{"id":"W4386714593","doi":"10.14307/jfcs115.3.7","title":"Professional Accountability via Professional Imperatives","year":2023,"lang":"en","type":"article","venue":"Journal of Family & Consumer Sciences","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Accountability; Ideology; Family and consumer science; Public relations; Sociology; Food insecurity; Political science; Public administration; Law; Psychology; Food security; Agriculture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1051339,0.0007388354,0.0005868099,0.002657724,0.01173479,0.01669089,0.001946447,0.009884139,0.004898893],"category_scores_gemma":[0.16684,0.0008114779,0.0006226253,0.001045502,0.05543814,0.01439429,0.01490455,0.01482223,0.001830706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0136123,"about_ca_system_score_gemma":0.04123333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005165398,"about_ca_topic_score_gemma":0.00489609,"domain_scores_codex":[0.8746192,0.07632373,0.005639065,0.008184215,0.0267592,0.00847456],"domain_scores_gemma":[0.8183042,0.08096249,0.01881127,0.01823902,0.04049534,0.02318768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001482201,0.00004932027,0.001050519,0.00008361568,0.00001249448,0.0001156215,0.01895047,0.0004127992,0.0003485956,0.9480016,0.01388497,0.01707525],"study_design_scores_gemma":[0.00002986879,0.00004189056,0.0005879349,0.0003241229,0.00001092959,0.0001536034,0.005482087,0.001230708,0.0004539848,0.8204176,0.1712121,0.00005505995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02862158,0.001971747,0.1665434,0.3790593,0.0033101,0.0004129652,0.00006510603,0.000600575,0.4194151],"genre_scores_gemma":[0.9140488,0.0007632306,0.03058863,0.02565482,0.001251375,0.0004508068,0.00004473842,0.0001666108,0.02703097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1051339,"threshold_uncertainty_score":0.5560076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08720389750209875,"score_gpt":0.336851589364883,"score_spread":0.2496476918627842,"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."}}