{"id":"W3153299456","doi":"10.7202/1076531ar","title":"Stories’ Work: Making Darkness Visible","year":2021,"lang":"en","type":"article","venue":"Narrative Works","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Darkness; Work (physics); Art; Visual arts; Optics; Engineering; Physics; Mechanical engineering","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002848486,0.0001174897,0.00019791,0.00001796407,0.002982079,0.0001790589,0.0001586647,0.0001291702,0.001286309],"category_scores_gemma":[0.0001615758,0.0001011336,0.000101918,0.0007650479,0.0003165469,0.0002851494,0.000151116,0.0002452488,0.00006797768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000219774,"about_ca_system_score_gemma":0.000139776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000865499,"about_ca_topic_score_gemma":0.002662428,"domain_scores_codex":[0.9986643,0.0002681012,0.0001469676,0.0002388853,0.0003224875,0.0003592571],"domain_scores_gemma":[0.9992903,0.0001057283,0.0000650908,0.00009346769,0.0003835002,0.00006183792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003748162,0.0000565527,0.002634594,0.000004782395,0.00007468708,0.00006214457,0.9168112,0.00001377357,0.00004935186,0.0447791,0.01870192,0.01677439],"study_design_scores_gemma":[0.0001681254,0.00001992218,0.004090892,0.0001778734,0.00001352693,8.409062e-7,0.8288245,0.000001336901,0.00009986186,0.003161716,0.1631827,0.0002586775],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2394311,0.002789465,0.0004965778,0.01590902,0.002798281,0.0002227906,0.000003306723,0.00017802,0.7381715],"genre_scores_gemma":[0.9602031,0.00008863755,0.0002177409,0.0002294704,0.0008428788,0.00002163492,0.000004760711,0.000007719342,0.03838413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.720772,"threshold_uncertainty_score":0.9996266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0544422748174898,"score_gpt":0.3885337990003526,"score_spread":0.3340915241828628,"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."}}