{"id":"W3151564192","doi":"10.29173/iasl7696","title":"Connect 2.0","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Curriculum; Presentation (obstetrics); Dominance (genetics); Ideal (ethics); Sociology; Web site; Early childhood; Pedagogy; Mathematics education; World Wide Web; The Internet; Computer science; Psychology; Political science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002233609,0.000131364,0.0001528627,0.00006214505,0.0001801848,0.0008563465,0.0006596252,0.00006355601,0.0003712],"category_scores_gemma":[0.000341944,0.0001305541,0.00004713238,0.0004906203,0.00003834849,0.001261571,0.0003192403,0.0002480029,0.0004935527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002546342,"about_ca_system_score_gemma":0.0003304708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001215122,"about_ca_topic_score_gemma":0.000002169134,"domain_scores_codex":[0.9988098,0.00001634669,0.0001786033,0.0004420529,0.0002457375,0.0003074658],"domain_scores_gemma":[0.9983709,0.00003712723,0.00007886493,0.0001368576,0.001219762,0.0001564873],"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":[0.000006872066,0.00015563,0.008622311,0.00005472982,0.00002849382,0.00002664983,0.1806692,0.000002654143,0.002384637,0.7574669,0.02190933,0.02867262],"study_design_scores_gemma":[0.001315984,0.0004512982,0.03173063,0.0002589159,0.00002906656,0.0005659742,0.4893495,0.01405522,0.04677701,0.0319858,0.3816164,0.001864165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.699199,0.0001292502,0.01711728,0.01708553,0.0009473116,0.000170563,0.000003128391,0.0006633262,0.2646846],"genre_scores_gemma":[0.9853141,0.00002308287,0.007298819,0.001011162,0.00009252127,0.00001415177,0.000003102881,0.000007472738,0.006235593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7254811,"threshold_uncertainty_score":0.8257768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0250684886374878,"score_gpt":0.2721462675661289,"score_spread":0.2470777789286411,"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."}}