{"id":"W4321448564","doi":"10.21428/f1f23564.ed75625f","title":"Fostering Digital Communities of Care: Safety, Security, and Trust in the Canadian Humanities and Social Sciences Commons","year":2022,"lang":"en","type":"article","venue":"IDEAH","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital humanities; Commons; Sociology; Social security; Medical humanities; Political science; Humanity; Humanities; Public relations; Library science; Internet privacy; Computer science; Medicine; Medical education; Art; Law","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":[0.0104636,0.0005275521,0.0005231779,0.004032047,0.0615637,0.02265502,0.003176751,0.005580145,0.006332878],"category_scores_gemma":[0.02013308,0.0005476617,0.0004242625,0.004494794,0.07626533,0.01020624,0.0200045,0.006411547,0.0003587965],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1946973,"about_ca_system_score_gemma":0.3416641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9746551,"about_ca_topic_score_gemma":0.988349,"domain_scores_codex":[0.9888088,0.003834739,0.0002317812,0.0007800877,0.003252051,0.003092509],"domain_scores_gemma":[0.9856349,0.00500469,0.0007840756,0.0007818826,0.002734176,0.005060346],"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":[0.00002241539,0.00003466276,0.002553094,0.0001188266,0.00001004125,0.0003640701,0.115226,0.0003532502,0.0001059757,0.8151334,0.0278925,0.03818562],"study_design_scores_gemma":[0.0000273717,0.00002925084,0.00808969,0.001018694,0.00003164362,0.0002290056,0.1636119,0.001052256,0.0003061005,0.3291759,0.4962741,0.0001540139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.107183,0.02213877,0.007297914,0.4493313,0.001169565,0.0002009368,0.0002107398,0.0001400618,0.4123276],"genre_scores_gemma":[0.9533719,0.009147661,0.003767454,0.01296008,0.0001736905,0.00009870066,0.00006310434,0.00006026337,0.02035714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.977345,"threshold_uncertainty_score":0.934037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09967669253596237,"score_gpt":0.2570865489441443,"score_spread":0.1574098564081819,"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."}}