{"id":"W2916885589","doi":"10.5281/zenodo.30558","title":"pylast: Release 1.4.2","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00211589,0.002761782,0.001936918,0.001806931,0.000813931,0.002891019,0.004635883,0.001305151,0.1472085],"category_scores_gemma":[0.006757517,0.002745207,0.002472996,0.001430214,0.0007765028,0.003576022,0.003672919,0.004198305,0.160602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007344812,"about_ca_system_score_gemma":0.001784073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864886,"about_ca_topic_score_gemma":0.004738788,"domain_scores_codex":[0.9987595,0.0001867081,0.0001374352,0.0003273032,0.0003979735,0.0001910223],"domain_scores_gemma":[0.9982502,0.0006101776,0.0001082323,0.0004403696,0.0004324158,0.0001584854],"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":[0.0005483808,0.0001104791,0.001297877,0.001251645,0.000228976,0.0001613724,0.000252226,0.002499679,0.004695341,0.004042325,0.9397748,0.04513705],"study_design_scores_gemma":[0.0005977813,0.0001219954,0.002633374,0.0004006751,0.0001618996,0.0004831673,0.0001125929,0.04082472,0.02289007,0.02161533,0.9097748,0.0003836016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001101162,0.0002427564,0.07485555,0.0001925589,0.0001569257,0.0001481646,0.05125346,0.8642467,0.007802811],"genre_scores_gemma":[0.02099226,0.0005063355,0.09579873,0.001063204,0.0001480822,0.001061725,0.207836,0.6386346,0.03395905],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1472085,"threshold_uncertainty_score":0.4924615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05979615970499379,"score_gpt":0.2514898167148595,"score_spread":0.1916936570098657,"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."}}