{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001135576,0.00006265746,0.000145465,0.00008026564,0.0001400873,0.0005400765,0.00005677091,0.00001750078,0.0001099853],"category_scores_gemma":[0.00004847724,0.0000402485,0.00007488298,0.00002260398,0.00009631884,0.0006531278,0.00001652094,0.0001133139,0.00000280483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002096142,"about_ca_system_score_gemma":0.00002141927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000686069,"about_ca_topic_score_gemma":0.0001144709,"domain_scores_codex":[0.9994934,0.00001136946,0.0002822447,0.00004085723,0.00009723686,0.00007488852],"domain_scores_gemma":[0.9993775,0.0000490709,0.0001501011,0.00002756801,0.0003620287,0.00003365623],"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":[0.00007346784,0.00007600769,0.0007268775,0.0000883716,0.0003230481,0.00002999464,0.02098086,0.00009256559,0.00003625135,0.8718227,0.08082894,0.02492095],"study_design_scores_gemma":[0.00122218,0.000389623,0.001866816,0.0003390411,0.0002868406,0.000112411,0.04921265,0.001251555,0.00008691332,0.2876871,0.6572595,0.0002854189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7935097,0.0005853457,0.00007819128,0.001667076,0.0005609964,0.00004215198,0.000006153298,0.00001061728,0.2035398],"genre_scores_gemma":[0.9808836,0.00004654253,0.0001163044,0.000411701,0.0001969867,1.370081e-7,0.000001867337,0.000002351423,0.0183405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5841356,"threshold_uncertainty_score":0.520797,"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."}}