{"id":"W4308076756","doi":"10.54590/pop.2022.002","title":"Scholarship in a Clopen World","year":2022,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Openness to experience; Value (mathematics); Political science; Perspective (graphical); Sociology; Epistemology; Computer science; Mathematics; Social psychology; Law; Philosophy; Psychology; Artificial intelligence; Statistics","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.01762436,0.0006348284,0.0005699206,0.005700218,0.02372284,0.0375265,0.001307846,0.004995835,0.007694664],"category_scores_gemma":[0.02802235,0.0003379873,0.000342481,0.004741061,0.07918675,0.02876803,0.02373726,0.005602219,0.001186713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270415,"about_ca_system_score_gemma":0.01542243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186118,"about_ca_topic_score_gemma":0.00537293,"domain_scores_codex":[0.9752724,0.01829909,0.0004959148,0.001196148,0.002989849,0.001746573],"domain_scores_gemma":[0.9721624,0.01584378,0.001615551,0.004085903,0.00246832,0.003824108],"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":[0.000009347231,0.00001610931,0.0002502338,0.00003681909,0.000002769864,0.0001056793,0.03960308,0.00009239122,0.00008197688,0.9496428,0.00295002,0.007208702],"study_design_scores_gemma":[0.00001123368,0.00003123145,0.0002629659,0.0003662937,0.000004075612,0.0001065963,0.08891546,0.0002774332,0.0002126181,0.574448,0.3353445,0.00001959999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1558566,0.01493057,0.02194093,0.181702,0.00233873,0.0001588709,0.00007073297,0.0002857924,0.6227157],"genre_scores_gemma":[0.9581079,0.002995533,0.003937309,0.008017197,0.0005381018,0.00009927349,0.00003934144,0.0001131371,0.02615223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9986922,"threshold_uncertainty_score":0.09320766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495500376735867,"score_gpt":0.3149920689365915,"score_spread":0.1654420312630048,"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."}}