{"id":"W4413944342","doi":"10.18357/otessaj.2024.4.3.83","title":"Open Learning Design in Context: Expanding the Continuum","year":2025,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Context (archaeology); Computer science; Psychology; Cognitive science; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0222782,0.0008345207,0.0007159427,0.00264263,0.004067715,0.01534371,0.002016684,0.002820076,0.00503383],"category_scores_gemma":[0.02191629,0.0008340815,0.0009368633,0.001356398,0.02758524,0.01981181,0.01698454,0.004157643,0.0007451706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300185,"about_ca_system_score_gemma":0.003322587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004587198,"about_ca_topic_score_gemma":0.0005233595,"domain_scores_codex":[0.9648277,0.02868436,0.001070329,0.001593915,0.003050531,0.0007730374],"domain_scores_gemma":[0.9692329,0.02241928,0.001011459,0.004115622,0.001437445,0.001783293],"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":[0.00006522303,0.0001575113,0.002346756,0.000496348,0.00002320443,0.0002722373,0.04716104,0.001623191,0.001731296,0.8826428,0.0009596802,0.06252068],"study_design_scores_gemma":[0.00007559911,0.0002748306,0.0007660651,0.0007313009,0.00002381471,0.0004673577,0.02212813,0.003743675,0.0009840467,0.8743947,0.09636226,0.0000480831],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08836396,0.004519637,0.7173459,0.01595312,0.0004996415,0.0007058476,0.00007023247,0.0004542663,0.1720874],"genre_scores_gemma":[0.7467263,0.001567318,0.2419511,0.001517623,0.0001488191,0.001485265,0.00004518342,0.0001436536,0.006414676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9979833,"threshold_uncertainty_score":0.1178198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781898952516805,"score_gpt":0.3420113540976297,"score_spread":0.3141923645724617,"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."}}