{"id":"W2154019950","doi":"10.22230/src.2014v5n4a189","title":"Meeting Scholars Where They Are: The Advanced Research Consortium (ARC) and a Social Humanities Infrastructure","year":2014,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Scholarship; Digital humanities; World Wide Web; Library science; Scholarly communication; Construct (python library); Sociology; Computer science; Political science; Publishing","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0194857,0.0003162225,0.0002726143,0.002162515,0.01672643,0.02005077,0.002148675,0.005116086,0.01712068],"category_scores_gemma":[0.02615018,0.0004758117,0.0003913832,0.003571748,0.01453803,0.01989197,0.03315871,0.007246692,0.002784817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00801924,"about_ca_system_score_gemma":0.02968892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00876289,"about_ca_topic_score_gemma":0.0121867,"domain_scores_codex":[0.9789058,0.01359878,0.0005438898,0.001299057,0.003049564,0.00260282],"domain_scores_gemma":[0.9753677,0.005685797,0.001474416,0.001628852,0.002075366,0.01376783],"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":[0.00006587256,0.00007981542,0.002523619,0.0001486929,0.00001197915,0.0008174373,0.06245254,0.0003226357,0.0004120576,0.7734539,0.08215776,0.07755359],"study_design_scores_gemma":[0.00003148521,0.00005859436,0.001351961,0.0002205561,0.00001374948,0.0005165517,0.05468929,0.000356996,0.0001971211,0.06017628,0.8823245,0.00006293377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.106048,0.009731158,0.02306432,0.307085,0.004148865,0.0003439407,0.0001557103,0.000670242,0.5487529],"genre_scores_gemma":[0.8465184,0.005122012,0.01964657,0.01570435,0.00188634,0.0003747791,0.0002498275,0.0003714918,0.1101262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9799492,"threshold_uncertainty_score":0.1030514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247870208026066,"score_gpt":0.3464894728981228,"score_spread":0.2217024520955162,"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."}}