{"id":"W2124501599","doi":"10.19173/irrodl.v13i1.1141","title":"An open education resource supports a diversity of inquiry-based learning","year":2012,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casual; Open education; Diversity (politics); Resource (disambiguation); Mathematics education; The Internet; Set (abstract data type); Function (biology); Open educational resources; Computer science; Psychology; Pedagogy; World Wide Web; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.01128233,0.0001007338,0.0002510897,0.0001913863,0.0004460737,0.0003852846,0.003755553,0.00004018682,0.0002403838],"category_scores_gemma":[0.001997002,0.00008104821,0.000035489,0.0007865035,0.0001532079,0.001397214,0.003923981,0.000710809,0.00001372726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159712,"about_ca_system_score_gemma":0.0005381206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059985,"about_ca_topic_score_gemma":0.00000847217,"domain_scores_codex":[0.99679,0.001504392,0.0003907258,0.0002754483,0.0007432281,0.0002962319],"domain_scores_gemma":[0.9981154,0.0005666467,0.0003176537,0.0003481493,0.0004909954,0.0001611916],"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":[0.0001555302,0.001368997,0.7763226,0.001211607,0.00005209633,0.000003620485,0.00634218,0.001358047,0.0002633334,0.1067348,0.007833997,0.09835318],"study_design_scores_gemma":[0.002050195,0.000907389,0.3049168,0.01524506,0.0000352546,0.00004741009,0.05686912,0.01439063,0.0007861843,0.002189956,0.6019138,0.0006482218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7750052,0.01644122,0.01722616,0.04441646,0.001226818,0.005361983,0.00003064122,0.0001164214,0.1401751],"genre_scores_gemma":[0.9963292,0.001299764,0.00150432,0.0002700834,0.0000549239,0.00004272654,0.0001686725,0.000006907196,0.0003234139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5940798,"threshold_uncertainty_score":0.6978814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176197711275156,"score_gpt":0.4601874413879958,"score_spread":0.3425676702604802,"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."}}