{"id":"W6948762849","doi":"10.5281/zenodo.11394180","title":"Evaluation Reports for TEBT-2024-0005 - Sandhu et al.","year":2024,"lang":"en","type":"peer-review","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Indigenous; Transparency (behavior); Environmental impact assessment","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":[0.1106267,0.001688951,0.002225676,0.004069722,0.003163954,0.008773235,0.004201879,0.01118257,0.0668677],"category_scores_gemma":[0.2921743,0.001141114,0.005553031,0.004707108,0.00193249,0.002722665,0.003253036,0.00684522,0.01552523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0248894,"about_ca_system_score_gemma":0.1156401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1336536,"about_ca_topic_score_gemma":0.1889226,"domain_scores_codex":[0.8668596,0.06460466,0.009712453,0.003188269,0.04992188,0.005713091],"domain_scores_gemma":[0.6928172,0.06963414,0.01674797,0.01311854,0.1918897,0.0157925],"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":[0.004373267,0.0001534819,0.0003993917,0.01115747,0.000605645,0.00006205522,0.0002461328,0.0002269994,0.0003284068,0.004482797,0.9122965,0.06566791],"study_design_scores_gemma":[0.006000001,0.000582453,0.003398217,0.01754971,0.001198914,0.00005674051,0.0002206111,0.0003154471,0.0007233569,0.00214644,0.9677114,0.0000968435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005372081,0.04639763,0.008530809,0.2559348,0.05897188,0.1125585,0.1523386,0.002050922,0.3578447],"genre_scores_gemma":[0.09100321,0.05091961,0.04836202,0.1645523,0.01189553,0.2170907,0.07142197,0.001704183,0.3430505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1336536,"threshold_uncertainty_score":0.5850571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05941627220359045,"score_gpt":0.3331649440539993,"score_spread":0.2737486718504089,"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."}}