{"id":"W2786222513","doi":"10.7202/1042889ar","title":"Thinking with Stories","year":2018,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Narrative; Narrative criticism; Narrative inquiry; Sociology; Social work; Work (physics); Narrative network; Epistemology; Process (computing); Psychology; Pedagogy; Political science; Linguistics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003382283,0.0001379126,0.0002642623,0.00004477169,0.0006021081,0.00003814654,0.0002524973,0.0001035079,0.002165698],"category_scores_gemma":[0.00001508485,0.0001227941,0.00007001856,0.0006485115,0.000191958,0.00003257867,0.000006605457,0.0001762681,0.0006011232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764176,"about_ca_system_score_gemma":0.0002403953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006912373,"about_ca_topic_score_gemma":0.1348876,"domain_scores_codex":[0.9990032,0.00008519922,0.0001615521,0.0002131948,0.0001369544,0.0003999229],"domain_scores_gemma":[0.9993418,0.00002697994,0.00007646405,0.0002356461,0.0001306106,0.0001885058],"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":[0.00003376583,0.0000200035,0.008945598,0.0002377203,0.0002123222,0.00007278528,0.08287386,3.720879e-8,4.892687e-7,0.06983466,0.6357666,0.2020022],"study_design_scores_gemma":[0.0001061761,0.00003831173,0.003632864,0.0005628593,0.00005077397,0.000004845569,0.001827185,7.714583e-8,6.482582e-9,0.0004311801,0.9931698,0.0001759464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0663147,0.4965424,0.0007315364,0.01844865,0.006674164,0.001798821,0.0000789909,0.0003347908,0.409076],"genre_scores_gemma":[0.8503715,0.02901535,0.001106345,0.08979823,0.006324493,0.0001567146,0.00007277492,0.0001791599,0.02297536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7840568,"threshold_uncertainty_score":0.9997007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581570991760629,"score_gpt":0.3086221386317323,"score_spread":0.282806428714126,"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."}}