{"id":"W3159491815","doi":"10.7202/1076923ar","title":"Looking Back, Looking Forward","year":2021,"lang":"en","type":"article","venue":"Narrative Works","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Honour; Sight; Honor; Appeal; Narrative inquiry; Sociology; Aesthetics; History; Literature; Psychology; Art; Law; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005300642,0.0001151136,0.0002160514,0.00006024389,0.00116225,0.0002539082,0.0002088013,0.000216983,0.003041492],"category_scores_gemma":[0.003357046,0.0001114177,0.0001185623,0.0007529398,0.0007518723,0.0003439525,0.00009020098,0.0007424152,0.0001359523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765799,"about_ca_system_score_gemma":0.0006719203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002427225,"about_ca_topic_score_gemma":0.001572269,"domain_scores_codex":[0.9946822,0.00355468,0.0002072178,0.0003150899,0.0007117845,0.0005290225],"domain_scores_gemma":[0.9969363,0.001968564,0.00008001224,0.0001762229,0.0006321899,0.000206664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002484214,0.00006389442,0.001125321,0.00002816867,0.00008199587,0.00006277845,0.6157387,0.00003022418,0.0008094677,0.2808522,0.005265095,0.09591722],"study_design_scores_gemma":[0.0004117919,0.00004830753,0.0003705337,0.0003920819,0.00001096123,0.000001657831,0.6737905,0.00008232057,0.002451524,0.07099139,0.2511018,0.0003470937],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04152579,0.004229777,0.1545376,0.04520261,0.001165569,0.000479798,0.000007669345,0.0001472122,0.752704],"genre_scores_gemma":[0.9221737,0.001133357,0.04036723,0.001410151,0.001102977,0.00003677471,0.00001266584,0.00003768361,0.03372551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8806478,"threshold_uncertainty_score":0.9978698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149559340626173,"score_gpt":0.4877960392690362,"score_spread":0.372840105206419,"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."}}