{"id":"W3110794916","doi":"10.54590/pop.2020.005","title":"Foundations for the Canadian Humanities and Social Sciences Commons: Exploring the Possibilities of Digital Research Communities","year":2020,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commons; Digital humanities; General partnership; Scholarship; Digital scholarship; Political science; Library science; Publishing; Public relations; Situated; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.001982103,0.0001410067,0.0002081659,0.0001196898,0.01061535,0.01317982,0.00145268,0.00002489173,0.0005655265],"category_scores_gemma":[0.0003008703,0.00009050171,0.00007288827,0.0001001346,0.006620491,0.00336777,0.0005658529,0.0003071018,0.00001582206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006192358,"about_ca_system_score_gemma":0.0005433557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05716147,"about_ca_topic_score_gemma":0.5942166,"domain_scores_codex":[0.9983268,0.0002180793,0.0003426118,0.0001666983,0.0003916597,0.000554086],"domain_scores_gemma":[0.9974929,0.00163577,0.00008679819,0.0002440609,0.0004569693,0.00008351364],"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":[0.00001006529,0.00002168737,0.0008826524,0.00003133104,0.00004117848,1.565266e-7,0.1742131,6.857214e-7,2.93867e-7,0.8170345,0.006863326,0.000901065],"study_design_scores_gemma":[0.0001543918,0.0001728513,0.0006543831,0.0000153435,0.00001712947,4.27546e-7,0.4131363,0.00008726244,0.000004183335,0.02046672,0.5651639,0.000127131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7224633,0.0004546511,0.000001788607,0.03497249,0.0002901187,0.001096917,0.0007890931,0.00004322615,0.2398884],"genre_scores_gemma":[0.9950752,0.000007090399,0.000004127429,0.001415566,0.0003433143,0.0005972979,0.00003489074,0.00001963657,0.002502825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7965678,"threshold_uncertainty_score":0.9960829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8781466108777336,"score_gpt":0.4483842869333638,"score_spread":0.4297623239443698,"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."}}