{"id":"W4229951370","doi":"10.1007/978-94-6351-050-9_9","title":"Conclusion","year":2017,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003990479,0.0003327931,0.000432062,0.00004448719,0.003005901,0.000544736,0.0005570694,0.0006768529,0.002825574],"category_scores_gemma":[0.000134559,0.0002774374,0.0002656034,0.000003612015,0.001905986,0.0001996204,0.0003535867,0.0004425925,0.0004170478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003145468,"about_ca_system_score_gemma":0.00009706214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004511843,"about_ca_topic_score_gemma":0.004170065,"domain_scores_codex":[0.9981555,0.00005206752,0.0002541521,0.0004885322,0.0006051305,0.0004445812],"domain_scores_gemma":[0.9988661,0.00008157734,0.000355337,0.0004122803,0.00007334477,0.0002113491],"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":[0.00002829025,0.0000220187,0.00009297307,0.00002480392,0.0002760414,0.0001982897,0.01261826,3.47643e-7,0.00005689692,0.3495741,0.574167,0.06294098],"study_design_scores_gemma":[0.000160099,0.00004483205,0.00008726247,0.00004731625,0.00005077932,0.0000017752,0.001136048,1.418791e-7,0.000006183815,0.02693739,0.9711531,0.0003750622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00024816,0.0003822326,5.77174e-7,0.00125085,0.001051007,0.0004112694,0.00001773067,0.0001570612,0.9964811],"genre_scores_gemma":[0.01190841,0.000393351,0.00003979723,0.0007058178,0.0008629822,0.000009604772,0.00002280403,0.0000349547,0.9860223],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3969861,"threshold_uncertainty_score":0.9999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04206482133884294,"score_gpt":0.2736768488644051,"score_spread":0.2316120275255622,"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."}}