{"id":"W3126793696","doi":"10.15273/pnsis.v51i1.10740","title":"Snapshot picture of microplastic pollution in Halifax Regional Municipality","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Community College","funders":"","keywords":"Microplastics; Nova scotia; Pollution; Environmental science; Plastic pollution; Biodiversity; Marine debris; Fauna; Geography; Environmental protection; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00009041393,0.0001618315,0.000107803,0.001930617,0.0007691306,0.000430986,0.0002383276,0.0002011727,0.001738737],"category_scores_gemma":[0.0001256591,0.0001142128,0.0001130538,0.001558963,0.0002712818,0.0001127024,0.0003935472,0.0001474325,0.0002484302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684616,"about_ca_system_score_gemma":0.001190042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6365007,"about_ca_topic_score_gemma":0.880115,"domain_scores_codex":[0.9999262,0.000005888077,0.000004121162,0.00001383145,0.00002576316,0.00002414082],"domain_scores_gemma":[0.9997471,0.00001811923,0.00006604723,0.000009886061,0.0001044748,0.00005429033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002379209,0.00003773017,0.9292646,0.0002756572,0.00004985449,0.002505331,0.005162573,0.0004791869,0.02344498,0.0002264581,0.004157061,0.03415875],"study_design_scores_gemma":[6.096816e-7,0.00001674715,0.9961001,0.00001700596,0.00000412879,0.0001279685,0.002133821,0.00006757029,0.0002782437,0.000005454667,0.001244792,0.000003572853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908072,0.0004652825,0.0001197807,0.0001076319,0.000006010543,0.00003294151,0.003385222,0.00002277752,0.005053099],"genre_scores_gemma":[0.9922495,0.0004155203,0.0006160308,0.00003850655,0.000004631483,0.00001714599,0.00144257,0.000003915551,0.005212203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3634993,"threshold_uncertainty_score":0.7312801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020671463975867,"score_gpt":0.237035634712179,"score_spread":0.216364170736312,"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."}}