{"id":"W3192553367","doi":"10.18260/1-2--36767","title":"Building Comprehensive Open Educational Resources in Mechanics: Evaluating Approaches to Problem Development","year":2021,"lang":"en","type":"article","venue":"2021 ASEE Virtual Annual Conference Content Access Proceedings","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Douglas College; University of British Columbia","funders":"University of British Columbia; University of Saskatchewan","keywords":"Computer science; Statics; Dynamics (music); Mathematics education; Applied mechanics; Management science; Mathematics; Sociology; Engineering; Pedagogy; Physics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002127375,0.0003037435,0.0004206819,0.0003203437,0.0008508498,0.002924857,0.001791854,0.0001578819,0.0006734108],"category_scores_gemma":[0.003890653,0.0003249964,0.00005426783,0.00151117,0.0001202896,0.004339044,0.001556033,0.0004478426,0.00006361757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000747473,"about_ca_system_score_gemma":0.00319374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001636529,"about_ca_topic_score_gemma":0.001630189,"domain_scores_codex":[0.9962652,0.0002967161,0.000702246,0.001049758,0.0010349,0.0006512172],"domain_scores_gemma":[0.995331,0.0004755065,0.0004504155,0.0001621616,0.003268254,0.0003126001],"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":[0.0002621852,0.0007871417,0.01790918,0.00009606859,0.0001226277,0.000004833556,0.2997713,0.0001504448,0.008454014,0.5033307,0.0008725281,0.168239],"study_design_scores_gemma":[0.001605317,0.0004018171,0.0479174,0.001418368,0.00007976234,0.00001250497,0.7655976,0.0009020224,0.01254243,0.05167571,0.116121,0.001726012],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401861,0.0001516833,0.001338801,0.01819189,0.0005401989,0.001754077,0.00001167587,0.00004409483,0.03778153],"genre_scores_gemma":[0.9589232,0.00003540479,0.03629868,0.0007179529,0.000360989,0.0009020962,0.00002420959,0.00002761199,0.00270982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4658263,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4061991619721412,"score_gpt":0.4477134908711042,"score_spread":0.041514328898963,"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."}}