{"id":"W3046469673","doi":"","title":"Dynamic Systems for Humanities Audio Collections : The Theory and Rationale of Swallow","year":2020,"lang":"en","type":"article","venue":"Spectrum Research Repository (Concordia University)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; World Wide Web; Computer science; Scholarly communication; Schema (genetic algorithms); Digital humanities; Library science; Sociology; Publishing; Art; Literature; Information retrieval","routes":{"ca_aff":false,"ca_fund":false,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01517899,0.0008170674,0.001285523,0.007396486,0.006973533,0.01347065,0.003799955,0.005437735,0.006781666],"category_scores_gemma":[0.0252912,0.001445213,0.001893118,0.005101815,0.04850956,0.04031868,0.01559597,0.005638475,0.002772206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008474202,"about_ca_system_score_gemma":0.008582722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058979,"about_ca_topic_score_gemma":0.004455838,"domain_scores_codex":[0.9876018,0.005408347,0.001022266,0.002027943,0.003224468,0.0007152245],"domain_scores_gemma":[0.9844261,0.007766654,0.0009221278,0.003974411,0.002304028,0.0006067285],"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":[0.000004145454,0.000006401151,0.0001105783,0.00002506575,0.000002527573,0.00003276325,0.001859407,0.0002472054,0.00006706784,0.9940737,0.0006621538,0.002909023],"study_design_scores_gemma":[0.00002591337,0.00003847113,0.0001813616,0.0001884158,0.00001671571,0.0002785849,0.002227645,0.005137647,0.0007947703,0.8264127,0.1646558,0.00004191523],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01099772,0.002452799,0.8092704,0.0200497,0.0007357616,0.0004232891,0.0002962924,0.0009884753,0.1547856],"genre_scores_gemma":[0.4457169,0.003093868,0.4935268,0.004392855,0.001016814,0.002316906,0.0004266699,0.001110625,0.04839858],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9865294,"threshold_uncertainty_score":0.08027518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06263935850086061,"score_gpt":0.2484878841136351,"score_spread":0.1858485256127745,"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."}}