{"id":"W6961103406","doi":"10.1371/journal.pone.0274355.s006","title":"CAMCCO—Quebec, Manitoba, Saskatchewan, and Alberta—calendar years included in this study.","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Work (physics); Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004040811,0.00009449358,0.0001184693,0.000007710533,0.0002346795,0.00001621842,0.0001488548,0.00002381299,0.1555907],"category_scores_gemma":[0.00003129139,0.00004450378,0.00002902301,0.0001508797,0.000008814343,0.00005321845,0.0006670354,0.0001253244,0.0002730469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006937423,"about_ca_system_score_gemma":0.000003706327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03730482,"about_ca_topic_score_gemma":0.4370019,"domain_scores_codex":[0.9992632,0.00005509631,0.0001070246,0.0002275274,0.0001738124,0.0001733062],"domain_scores_gemma":[0.9997857,0.0001071629,0.00003280929,0.0000292041,0.000003512612,0.00004160029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00006266803,0.0008043619,0.2155087,0.00002182453,0.00004688955,0.0001684914,0.009220495,0.00001621359,0.001626476,7.944907e-7,0.447527,0.3249961],"study_design_scores_gemma":[0.000124827,0.000126348,0.8288231,0.00001422911,0.000002277298,0.000002953927,0.01393924,0.000003082961,0.00001694331,0.000009681058,0.1568292,0.0001081483],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731059,0.0002501698,2.707832e-10,0.0002901436,0.00002117459,0.0001970762,0.02540763,0.00001859568,0.000709312],"genre_scores_gemma":[0.9941449,0.000003004243,0.000001347798,0.0002226392,0.00005197709,0.0002238393,0.002811301,0.000001032869,0.002539946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6133144,"threshold_uncertainty_score":0.9691058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957919938814672,"score_gpt":0.1926793648958537,"score_spread":0.1731001655077069,"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."}}