{"id":"W3024589966","doi":"10.46743/2160-3715/2020.3821","title":"Method as Method: A Play in Three Acts","year":2020,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Visual Culture and Art Theory","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prologue; Interpretation (philosophy); Context (archaeology); Epistemology; Power (physics); Sociology; Psychology; Aesthetics; History; Literature; Art; Linguistics; Philosophy; Archaeology","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":[0.003503753,0.0001653961,0.0003024823,0.00003463583,0.0002153353,0.00007721303,0.0001963618,0.00003661371,0.001484375],"category_scores_gemma":[0.0006165861,0.00009681307,0.0001156768,0.00008244716,0.0001740605,0.0001742598,0.00007127431,0.0002669902,0.0003526633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001904432,"about_ca_system_score_gemma":0.00005750913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003229876,"about_ca_topic_score_gemma":0.0005371186,"domain_scores_codex":[0.9976702,0.001146505,0.0004251412,0.0002786762,0.000260076,0.0002194446],"domain_scores_gemma":[0.9984359,0.000972112,0.0002059302,0.0002066703,0.00009726839,0.00008213234],"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":[0.00004890587,0.00001870225,0.000003610395,0.000009926142,0.00004025371,0.000109811,0.4752739,0.000003662925,0.0002503116,0.5219885,0.001407221,0.0008452068],"study_design_scores_gemma":[0.0002434904,0.0002360486,0.0000424769,0.00002685406,0.00003562295,0.00005337192,0.2124866,0.00005438433,0.00115368,0.2851649,0.5002784,0.0002242571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06925105,0.0003877043,0.01855674,0.02555303,0.0003453837,0.0007495011,0.00003007624,0.000219428,0.8849071],"genre_scores_gemma":[0.96504,0.00000566761,0.007182376,0.008090695,0.00106885,0.00008071297,0.00002592661,0.00004550361,0.01846023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.895789,"threshold_uncertainty_score":0.9994284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2928954971307351,"score_gpt":0.512917415793045,"score_spread":0.2200219186623098,"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."}}