{"id":"W4230033459","doi":"10.32920/ryerson.14658186","title":"Kodak Canada: increasing access to advertising materials in Ryerson University Library's Special Collections","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Art History and Market Analysis","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Digitization; Special collections; Presentation (obstetrics); Library science; Ledger; World Wide Web; Advertising; Engineering; Business; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002700426,0.0003700564,0.0002690053,0.008971886,0.01246997,0.01353855,0.001741249,0.0008314803,0.06294237],"category_scores_gemma":[0.009612397,0.0005482825,0.0002908505,0.02135757,0.003215836,0.00560726,0.005265391,0.001396275,0.006339832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04132417,"about_ca_system_score_gemma":0.07085085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9520306,"about_ca_topic_score_gemma":0.9840015,"domain_scores_codex":[0.9949424,0.0003061249,0.0001501524,0.000443165,0.003096193,0.001061963],"domain_scores_gemma":[0.9881096,0.001136199,0.0007384724,0.0006817903,0.006263911,0.003070025],"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":[0.0002513657,0.0001480125,0.04016675,0.0005941745,0.00002577975,0.001510135,0.04338783,0.0002351878,0.003537373,0.0521975,0.4695024,0.3884436],"study_design_scores_gemma":[0.00001223129,0.0000255588,0.06569918,0.0001492689,0.00001376574,0.0002358261,0.02400487,0.0001472744,0.001314487,0.0005547161,0.9077966,0.00004621878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2002925,0.0052533,0.001985353,0.01623477,0.0004023551,0.000477685,0.01055176,0.001977007,0.7628252],"genre_scores_gemma":[0.4265261,0.01002807,0.01168487,0.002458199,0.0002315076,0.0001831174,0.008833982,0.001227781,0.5388263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06294237,"threshold_uncertainty_score":0.2998292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075625958874717,"score_gpt":0.1960384509265595,"score_spread":0.1752821913378124,"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."}}