{"id":"W4405365321","doi":"10.35502/jcswb.442","title":"Identity and the more things change","year":2024,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Cultural, Psychoanalytic, and Sociopolitical Reflections","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Identity (music); Identity change; Sociology; Epistemology; Internet privacy; Aesthetics; Psychology; Computer science; Social psychology; Art; Philosophy; Feeling","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01126012,0.0003989828,0.0008048644,0.001622161,0.01198752,0.01616923,0.001281589,0.007368744,0.007497576],"category_scores_gemma":[0.01029442,0.0002682387,0.0006226449,0.0009985813,0.08166286,0.01645056,0.007401756,0.01167168,0.0007747333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004407643,"about_ca_system_score_gemma":0.008022407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007883484,"about_ca_topic_score_gemma":0.007863423,"domain_scores_codex":[0.9906691,0.00623258,0.0001635892,0.0007377999,0.001114189,0.001082606],"domain_scores_gemma":[0.9932876,0.002434491,0.0007691149,0.0008789551,0.0008418079,0.001788138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003458408,0.00008941746,0.00177753,0.00005638074,0.00001799325,0.0001446207,0.09756207,0.00007158815,0.0001761368,0.8738729,0.01025358,0.01594338],"study_design_scores_gemma":[0.00002207656,0.00006036031,0.002198151,0.0002850842,0.00001681251,0.0002324639,0.176806,0.0001179899,0.0002063548,0.5538383,0.2661685,0.00004794753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07347386,0.01760237,0.00433545,0.6605606,0.004722799,0.0000303189,0.00006425738,0.00004922022,0.239161],"genre_scores_gemma":[0.9342531,0.005041558,0.001398132,0.04000783,0.001999701,0.00003718803,0.00002879907,0.000060485,0.01717331],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01616923,"threshold_uncertainty_score":0.05954993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471872046944136,"score_gpt":0.3792898146839381,"score_spread":0.3321026099895245,"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."}}