{"id":"W7115585571","doi":"10.82396/cjcd.v14i1.3082","title":"From Hero to Zero","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Identity, Memory, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Identity (music); Coping (psychology); HERO; Service (business); Identity formation","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007700701,0.0001637597,0.0006697238,0.0003724551,0.0002029873,0.00003305066,0.0008209241,0.0001151011,0.003982521],"category_scores_gemma":[0.00005087158,0.0001418182,0.0006550337,0.001108829,0.0001262146,0.0001288202,0.0001127731,0.0003002524,0.0001255432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646238,"about_ca_system_score_gemma":0.0001335794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165916,"about_ca_topic_score_gemma":0.01503006,"domain_scores_codex":[0.9980987,0.000574422,0.0004100596,0.0002067039,0.000464305,0.0002458339],"domain_scores_gemma":[0.9979399,0.0002969289,0.0005695611,0.0005716744,0.0004669854,0.000154965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04634978,0.006145737,0.2669513,0.0001218068,0.176211,0.009705783,0.1872544,0.05459571,0.07765003,0.01019575,0.1227376,0.04208111],"study_design_scores_gemma":[0.02468534,0.001752894,0.72787,0.0001769664,0.04431948,0.0005198934,0.07297369,0.001934516,0.000384742,0.02972184,0.09385464,0.001805998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620832,0.0003385162,0.02970668,0.001383973,0.002591668,0.00006719722,0.00004175394,0.00001068252,0.003776372],"genre_scores_gemma":[0.9902998,0.0002106617,0.0004355074,0.0001491758,0.0009453207,3.249737e-8,0.00001829132,0.00001295956,0.007928305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4609187,"threshold_uncertainty_score":0.996928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120156621258718,"score_gpt":0.2611805951723815,"score_spread":0.2491649330465097,"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."}}