{"id":"W4400575963","doi":"10.1002/9781394253326.ch8","title":"Case Studies","year":2024,"lang":"en","type":"other","venue":"","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003364506,0.0004741676,0.0003187204,0.002471626,0.004789779,0.0031108,0.001667424,0.002121687,0.04735431],"category_scores_gemma":[0.008216016,0.0002356091,0.0005337806,0.005076667,0.001323665,0.001943312,0.002998672,0.001244204,0.005539061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004176417,"about_ca_system_score_gemma":0.003257009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275793,"about_ca_topic_score_gemma":0.02645927,"domain_scores_codex":[0.9967669,0.001773995,0.0001932801,0.0001979238,0.000628024,0.0004398436],"domain_scores_gemma":[0.9966245,0.001965543,0.0002183456,0.0002392666,0.0006218865,0.0003305836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0005709134,0.002211606,0.01652957,0.003730733,0.00006997916,0.04255896,0.03687124,0.009607952,0.002202315,0.2574876,0.207205,0.4209542],"study_design_scores_gemma":[0.00008626722,0.0002256741,0.00409939,0.001794067,0.00002947659,0.009447286,0.04900028,0.001489228,0.00109008,0.02047095,0.9122305,0.00003684858],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1693592,0.009034999,0.02100089,0.007301082,0.0004851036,0.004340012,0.003929337,0.0001421793,0.7844072],"genre_scores_gemma":[0.6922315,0.01780881,0.04824349,0.003391224,0.0001246039,0.003880086,0.00440093,0.0001496051,0.2297697],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04735431,"threshold_uncertainty_score":0.158416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141799599174202,"score_gpt":0.2783805078063512,"score_spread":0.2569625118146092,"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."}}