{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007294024,0.0001408991,0.0002192544,0.0003313763,0.0001864763,0.0002818933,0.00119721,0.00003900083,0.003092938],"category_scores_gemma":[0.00009472372,0.0001576516,0.00003818457,0.0008934392,0.00005101843,0.0006530566,0.001192862,0.0005301376,0.0001217687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608752,"about_ca_system_score_gemma":0.00007199149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001172762,"about_ca_topic_score_gemma":0.0009092629,"domain_scores_codex":[0.9986269,0.00009536414,0.0002819917,0.000226184,0.0002180961,0.0005514772],"domain_scores_gemma":[0.9993427,0.00005461683,0.00002974735,0.0004638794,0.00001601843,0.00009298226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004617298,0.0003910534,0.705197,0.00007856845,0.000150741,0.0001709911,0.00123868,0.008095847,0.0006795676,0.1362555,0.09320241,0.05449348],"study_design_scores_gemma":[0.0007720035,0.00005008049,0.09719836,0.000014181,0.000008694821,0.000007198535,0.001238281,0.002807098,0.0005302553,0.004541559,0.8923945,0.0004377961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317612,0.0006077731,0.000009066433,0.00149858,0.0005681365,0.0004492787,0.0000183352,0.0005685066,0.06451912],"genre_scores_gemma":[0.9968734,0.00001084994,0.0001387227,0.0003640556,0.00002975145,0.001306689,0.000009918922,0.00003930206,0.001227258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7991921,"threshold_uncertainty_score":0.9978184,"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."}}