{"id":"W6894366825","doi":"10.5683/sp3/hlssnc","title":"Replication Data for: Climate change impacts on the thermal stratification dynamics of a eutrophying peri-urban lake ecosystem supporting species at risk: Cultus Lake, British Columbia, Canada","year":2023,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia","funders":"","keywords":"Executable; Replication (statistics); Climate change; Ecosystem; General Circulation Model; Code (set theory); Global warming; Stratification (seeds)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002816921,0.0005063214,0.0008442838,0.000110619,0.001008913,0.0008055744,0.002341055,0.0003578248,0.00009616906],"category_scores_gemma":[0.002187021,0.0005952042,0.0001745924,0.00053784,0.0001231583,0.000353626,0.0006766521,0.0005013057,0.00003940901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001364905,"about_ca_system_score_gemma":0.0006954476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900038,"about_ca_topic_score_gemma":0.9999936,"domain_scores_codex":[0.9943601,0.0004473895,0.001508334,0.001521774,0.001148283,0.001014055],"domain_scores_gemma":[0.9879058,0.0005544305,0.004012283,0.00683366,0.0004901509,0.0002036721],"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":[0.00004722927,0.00006639501,0.003027559,0.0007684547,0.000177606,0.00002909086,0.00009445945,0.0000121677,0.00003539651,0.00001961032,0.9951762,0.0005458427],"study_design_scores_gemma":[0.0003596413,0.00009301307,0.09914864,0.0007572701,0.0004528384,0.00002859549,0.0006637085,0.002017899,0.00001246725,0.000005787201,0.8958467,0.0006133989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02103614,0.00005810834,9.46709e-7,0.0001931474,0.0002464666,0.003381886,0.9747684,0.0001631238,0.0001517587],"genre_scores_gemma":[0.007495652,0.0005278028,0.00002078061,0.00005673142,0.0006440114,0.0008739869,0.9899883,0.0002613632,0.0001314307],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09932945,"threshold_uncertainty_score":0.9996499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05606182119374458,"score_gpt":0.2804907531804775,"score_spread":0.2244289319867329,"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."}}