{"id":"W4287252443","doi":"10.5281/zenodo.4642049","title":"CPC ARTIFICIAL SOLAR LYSIS OF BACTERIAL AND PLASMID DNA IN RAINWATER AND SNOW BY UV, VIS, NIR, TEMPERATURE AND PRESSURE","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Rainwater harvesting; Lysis; Snow; Plasmid; Environmental science; DNA; Materials science; Optoelectronics; Chemistry; Biology; Physics; Meteorology; Ecology; Biochemistry","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":[0.0002145362,0.000285436,0.0001696644,0.0002517833,0.0002247534,0.0002234524,0.0003065048,0.0002235359,0.001329509],"category_scores_gemma":[0.0002544998,0.0001112712,0.0001847104,0.0004461399,0.0002573353,0.0001431999,0.0001604558,0.0003482173,0.0002195398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003471314,"about_ca_system_score_gemma":0.0004710543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469602,"about_ca_topic_score_gemma":0.003231833,"domain_scores_codex":[0.9997659,0.00003950763,0.00002219801,0.00006756346,0.00007178997,0.00003313631],"domain_scores_gemma":[0.999821,0.00004942769,0.00004431274,0.00002530736,0.00004002864,0.00001985513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000174697,0.00001598585,0.0004920488,0.00005681032,0.000009609827,0.00001758511,0.00002328542,0.0001753307,0.9967682,0.00009046037,0.00006736158,0.002108562],"study_design_scores_gemma":[0.00001009555,0.0002072317,0.004814696,0.000008985857,0.00001304581,0.00007961145,0.00001903509,0.0008633731,0.9929242,0.0000672278,0.0009887503,0.000003787311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855882,0.001017983,0.009661159,0.00006712044,0.00003732161,0.00007067081,0.00108505,0.00008615171,0.002386356],"genre_scores_gemma":[0.9767924,0.001343531,0.01107965,0.00009484565,0.00002007832,0.0001801944,0.003431156,0.00006332994,0.006994868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002469602,"threshold_uncertainty_score":0.004910469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123509618462435,"score_gpt":0.1865690317032802,"score_spread":0.1753339355186558,"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."}}