{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001902653,0.0004804848,0.000982985,0.0003091622,0.0001967898,0.0000541319,0.001194005,0.0003466912,0.6054785],"category_scores_gemma":[0.0004449429,0.0005830025,0.0001216244,0.0001465301,0.0001792566,0.0001181169,0.00494228,0.0006087014,0.05977876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004479422,"about_ca_system_score_gemma":0.00006957983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589768,"about_ca_topic_score_gemma":0.001889521,"domain_scores_codex":[0.9968077,0.0002609818,0.0007154127,0.001523622,0.0002395516,0.0004527483],"domain_scores_gemma":[0.9968776,0.0004587173,0.0002631922,0.002177317,0.00006581588,0.0001573268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005894732,0.001335276,0.01410218,0.003549808,0.007316674,0.001663459,0.03360382,0.007665026,0.00009729773,0.01027885,0.5580885,0.3622402],"study_design_scores_gemma":[0.001015872,0.000004101682,0.01471236,0.0003353931,0.000240143,0.001060836,0.01793231,0.00006828093,0.0000431171,0.0001572485,0.9634557,0.0009746539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01552122,0.0006224734,0.00003828797,0.00005558898,0.0005235093,0.001541018,0.0001041272,0.0002694532,0.9813243],"genre_scores_gemma":[0.03976982,0.05605318,0.004518651,0.00007658051,0.0002390555,0.001958081,0.00005655374,0.000647122,0.896681],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5456998,"threshold_uncertainty_score":0.9996622,"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."}}