{"id":"W4407696931","doi":"10.29173/scientia22","title":"DX Marks the Spot","year":2025,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001563809,0.0004538815,0.0004721754,0.001110236,0.01081257,0.0100315,0.001221293,0.002039511,0.1837354],"category_scores_gemma":[0.004605229,0.0003153332,0.0003565599,0.001499705,0.006502304,0.003913567,0.005922689,0.003984936,0.05612458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01234573,"about_ca_system_score_gemma":0.02031866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2441447,"about_ca_topic_score_gemma":0.4610003,"domain_scores_codex":[0.9973241,0.0002144747,0.00005468398,0.0003231508,0.001364226,0.0007193234],"domain_scores_gemma":[0.9972438,0.0002137432,0.0000825548,0.0003250844,0.001201697,0.0009332483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004724359,0.0000088529,0.0005045197,0.00009176182,0.000004719471,0.0001972294,0.002698266,0.00002735668,0.0005040753,0.1852721,0.7563169,0.05432691],"study_design_scores_gemma":[0.000001433235,0.000003365483,0.0001949584,0.00002986125,0.000001044664,0.00005411146,0.000856846,0.000005564801,0.00008754515,0.00146363,0.9972975,0.000004198109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004552617,0.004296484,0.002960036,0.05354372,0.02287388,0.00007488879,0.001318854,0.000947341,0.9094323],"genre_scores_gemma":[0.03391548,0.0019745,0.001962079,0.009618665,0.0009735912,0.00003369217,0.0005904479,0.0006811444,0.9502504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9891874,"threshold_uncertainty_score":0.614656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633009928442622,"score_gpt":0.2086819496587866,"score_spread":0.1923518503743603,"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."}}