{"id":"W3085106999","doi":"10.19173/irrodl.v21i3.4775","title":"Revisiting Textbook Adaption Through Open Educational Resources: An Inquiry into Students’ Emotions","year":2020,"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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Social Science Fund of China","keywords":"Psychology; Open educational resources; Mediation; Mathematics education; Educational technology; Qualitative research; Open education; Pedagogy; Sociology","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":[0.004342568,0.0002702948,0.0006657616,0.0006351292,0.002107112,0.004211938,0.00114911,0.001189406,0.001192597],"category_scores_gemma":[0.01064216,0.000310398,0.0004288318,0.0006793853,0.004034908,0.003191589,0.003320116,0.002113534,0.0002328642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369988,"about_ca_system_score_gemma":0.001417082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009917709,"about_ca_topic_score_gemma":0.001525446,"domain_scores_codex":[0.9947774,0.003310095,0.0001885877,0.0003214869,0.0008958009,0.0005066003],"domain_scores_gemma":[0.9941924,0.004024788,0.0005461329,0.0002162175,0.0004407814,0.000579668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003837943,0.0001179121,0.007954754,0.0001394594,0.00001324266,0.001078513,0.9701616,0.00009633647,0.003142929,0.002349023,0.0003725819,0.01453535],"study_design_scores_gemma":[0.000009387656,0.0001313972,0.007908462,0.00009716364,0.00001498367,0.0003964556,0.9771927,0.0003151463,0.001106757,0.001018396,0.01177951,0.00002968808],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927107,0.0002747431,0.002139477,0.0008404745,0.00003038976,0.00004256508,0.00001389433,0.00001153587,0.003936185],"genre_scores_gemma":[0.9972085,0.0002324954,0.0006116958,0.0002379718,0.000009087338,0.00004015323,0.00000924594,0.000009179343,0.001641678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988509,"threshold_uncertainty_score":0.02296597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918143143020229,"score_gpt":0.4972633984676372,"score_spread":0.3054490841656142,"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."}}