{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001094006,0.000481076,0.0004173307,0.000993705,0.001214581,0.004052515,0.001108301,0.001138931,0.1251788],"category_scores_gemma":[0.006485476,0.0002330289,0.0004685935,0.0006512238,0.001163027,0.004299909,0.009563386,0.002099381,0.0197945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008959468,"about_ca_system_score_gemma":0.0008378365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009559764,"about_ca_topic_score_gemma":0.00216355,"domain_scores_codex":[0.9987183,0.0003776182,0.0000584263,0.000141392,0.0004537755,0.0002505299],"domain_scores_gemma":[0.9967074,0.0009164535,0.000115057,0.0005076989,0.0005194425,0.00123391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002655383,0.00138711,0.004119712,0.001395768,0.00004221163,0.0006748394,0.01800263,0.001306252,0.01110207,0.08995506,0.3836222,0.4857367],"study_design_scores_gemma":[0.0001215091,0.0004118824,0.005720524,0.0003182808,0.00001677029,0.0006124804,0.004031731,0.0009602398,0.001671097,0.02013574,0.9658999,0.00009979255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1145993,0.001042909,0.05232654,0.004918222,0.001362693,0.001353863,0.004103949,0.0092042,0.8110883],"genre_scores_gemma":[0.4506198,0.0009857821,0.05761482,0.003878031,0.0003702775,0.003608867,0.006236698,0.002478336,0.4742075],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9988917,"threshold_uncertainty_score":0.4187647,"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."}}