{"id":"W7034357914","doi":"","title":"Student Perceptions of Writing Open Case Studies: Benefits, Challenges, and Skills Developed","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Stonefly species taxonomy and ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Open university; Higher education; Open education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01126554,0.0003199076,0.0002317034,0.0007454143,0.001704383,0.005200166,0.0008276736,0.001361562,0.01066653],"category_scores_gemma":[0.06070635,0.0002396553,0.0003578919,0.0006364402,0.00100983,0.0028117,0.003398727,0.001961107,0.001467507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009719413,"about_ca_system_score_gemma":0.002294227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000976851,"about_ca_topic_score_gemma":0.002909348,"domain_scores_codex":[0.9928045,0.003917668,0.0003804041,0.0003333503,0.001964237,0.0005998138],"domain_scores_gemma":[0.9344087,0.03652863,0.004765327,0.002161284,0.01114035,0.01099579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004820781,0.006422668,0.1236402,0.0006656206,0.00003216333,0.002278091,0.251559,0.0008259139,0.008074552,0.002893124,0.04017053,0.5629562],"study_design_scores_gemma":[0.0001989103,0.004063291,0.2241698,0.001081008,0.00007284512,0.002820523,0.6098176,0.003551079,0.01172035,0.007870373,0.1343832,0.0002511244],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514943,0.0004047317,0.004379441,0.006743884,0.0003319003,0.0003950943,0.00009846776,0.0001889974,0.03596323],"genre_scores_gemma":[0.9785888,0.0003193128,0.002328686,0.0006555413,0.00006712534,0.0001408097,0.0000739151,0.00004196756,0.01778405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126554,"threshold_uncertainty_score":0.05957854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03540981750282718,"score_gpt":0.29164195825323,"score_spread":0.2562321407504028,"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."}}