{"id":"W7075337037","doi":"","title":"Muskeg Engineering Handbook","year":2023,"lang":"en","type":"article","venue":"NPARC","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002509927,0.001079625,0.001108563,0.004515621,0.001483333,0.004417953,0.002063654,0.0022449,0.5940437],"category_scores_gemma":[0.01119681,0.0007689785,0.0005619076,0.003107597,0.0006498134,0.003356103,0.002583334,0.001822558,0.6023964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022314,"about_ca_system_score_gemma":0.004806693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001847452,"about_ca_topic_score_gemma":0.006390328,"domain_scores_codex":[0.9968019,0.0004171199,0.0001790938,0.0002569039,0.002184459,0.0001606401],"domain_scores_gemma":[0.9896851,0.001627968,0.0002833496,0.002008725,0.005705532,0.0006894406],"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":[0.00002200395,0.00002200213,0.0000805547,0.0002352105,0.00000369721,0.00002465581,0.00002812014,0.0001404706,0.0004273844,0.003130657,0.7886958,0.2071895],"study_design_scores_gemma":[0.000002788139,0.000007459192,0.0001404514,0.00007941203,0.000001570982,0.00004123875,0.00001292769,0.0001162749,0.0001896375,0.001483229,0.9979195,0.000005385802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009531572,0.005680654,0.01709397,0.005608715,0.008069381,0.0004575644,0.005836686,0.01018789,0.946112],"genre_scores_gemma":[0.00199314,0.002397896,0.005210061,0.0007620013,0.0006486978,0.0001688301,0.003425349,0.002044691,0.9833492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5940437,"threshold_uncertainty_score":0.5790473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03795048533786028,"score_gpt":0.1862040070604868,"score_spread":0.1482535217226265,"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."}}