{"id":"W4414110760","doi":"10.22148/001c.143993","title":"Computation and Form, Reconsidered","year":2025,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dartmouth College","keywords":"Generative grammar; Sketch; Comics; Computation; Poetry; Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004142134,0.0008847775,0.0007836411,0.003472175,0.005395363,0.01776954,0.001477742,0.003210979,0.006990573],"category_scores_gemma":[0.01045965,0.00045606,0.0007687914,0.002798754,0.07844698,0.02483439,0.00626323,0.00545607,0.001177592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0081376,"about_ca_system_score_gemma":0.002655575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004637534,"about_ca_topic_score_gemma":0.003417615,"domain_scores_codex":[0.9945911,0.003037541,0.0001739035,0.001134631,0.0007618615,0.0003009411],"domain_scores_gemma":[0.9950512,0.003224763,0.0001963267,0.0009423321,0.0003841732,0.0002011974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004188883,0.000001439094,0.00004535264,0.00001607682,0.000001065513,0.000009635788,0.001270114,0.0001085764,0.00001981394,0.9949483,0.001011934,0.002563619],"study_design_scores_gemma":[0.000004012713,0.000003656405,0.00005895789,0.00005628984,0.000002123216,0.00003557544,0.001212747,0.0005364045,0.00006448777,0.9510266,0.0469943,0.000004898665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03856681,0.06245564,0.1137599,0.1578301,0.004139994,0.0000657114,0.0003082985,0.0005618952,0.6223117],"genre_scores_gemma":[0.9236424,0.01034225,0.01555476,0.0058752,0.00240829,0.0001113525,0.0001383937,0.0005219377,0.04140547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01776954,"threshold_uncertainty_score":0.05904269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07278789245797943,"score_gpt":0.279315459305353,"score_spread":0.2065275668473736,"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."}}