{"id":"W7040982393","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental law; Context (archaeology); Perspective (graphical); Environmental impact assessment; Sustainable development; Environmental studies; Key (lock)","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.002419226,0.002455699,0.004718272,0.003245458,0.000626258,0.01234078,0.02287697,0.000638527,0.3069399],"category_scores_gemma":[0.00115121,0.002803631,0.000883496,0.00247259,0.001389553,0.00820233,0.01492262,0.001191655,0.007264593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001024691,"about_ca_system_score_gemma":0.003546929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03632664,"about_ca_topic_score_gemma":0.03768537,"domain_scores_codex":[0.9865108,0.001920548,0.00305958,0.003941655,0.002961459,0.001605947],"domain_scores_gemma":[0.9846722,0.0006807957,0.007247764,0.005324176,0.001299859,0.0007751434],"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":[0.001447624,0.003203109,0.05138207,0.003756822,0.008992064,0.0005068887,0.000570005,0.00007840319,0.01624761,0.07526989,0.6394299,0.1991156],"study_design_scores_gemma":[0.003551462,0.00006090357,0.02692131,0.00380201,0.0005093252,0.00002650132,0.00011025,0.00002261094,0.004712479,0.0007709962,0.9566398,0.002872387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001387445,0.001162582,0.0001671134,0.0001621044,0.002344563,0.007214808,0.00008895161,0.001108226,0.9863642],"genre_scores_gemma":[0.006520739,0.000401599,0.003340207,0.0006474155,0.0008969211,0.001970191,0.01048245,0.007783857,0.9679566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3172098,"threshold_uncertainty_score":0.998818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447037286540566,"score_gpt":0.4539990732821912,"score_spread":0.3092953446281347,"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."}}