{"id":"W4206515892","doi":"10.18357/otessac.2021.1.1.58","title":"Open Learning Experience Bingo","year":2021,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; SPARK (programming language); Reading (process); Computer science; Psychology; Multimedia; Mathematics education; Social psychology; Political science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002551783,0.000161404,0.0002451874,0.00008142885,0.00106528,0.003249148,0.003279506,0.0002963715,0.0001480683],"category_scores_gemma":[0.002051753,0.0001540347,0.00004516335,0.001704568,0.0000995495,0.002610723,0.002352521,0.00129128,0.00006447854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003360525,"about_ca_system_score_gemma":0.001576031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001079864,"about_ca_topic_score_gemma":0.00007248233,"domain_scores_codex":[0.9978115,0.0005934061,0.0003579289,0.0006146972,0.0002665269,0.0003559486],"domain_scores_gemma":[0.9980524,0.0003328276,0.0003874761,0.0005346646,0.0006126779,0.00008002117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003603985,0.0002638105,0.3350613,0.000009489891,0.00003421727,0.00000106739,0.02549403,0.00002330735,0.001641973,0.5936876,0.001363238,0.0424163],"study_design_scores_gemma":[0.001926434,0.000125962,0.3229225,0.0003645551,0.00003543185,0.0000787985,0.3262495,0.00413473,0.008339983,0.1440859,0.1905107,0.00122558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8128452,0.0006994613,0.002578516,0.150823,0.001163535,0.0007829221,0.000001164669,0.0002152262,0.03089103],"genre_scores_gemma":[0.9770461,0.0007839613,0.009232384,0.002431101,0.00003361159,0.0002459646,0.00001112667,0.000009613723,0.01020616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4496017,"threshold_uncertainty_score":0.9977856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311237008538105,"score_gpt":0.3450174714590599,"score_spread":0.3019051013736789,"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."}}