{"id":"W4386964325","doi":"10.15244/pjoes/169016","title":"Bibliometric Overview of Research on Tasteand Odor in Drinking Waterduring the 1980-2022","year":2023,"lang":"en","type":"article","venue":"Polish Journal of Environmental Studies","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Odor; Taste; Environmental science; Environmental chemistry; Chemistry; Food science; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.005808708,0.001040817,0.003405591,0.1476673,0.001193567,0.004142857,0.001249471,0.001042177,0.006959616],"category_scores_gemma":[0.03244677,0.0005805118,0.003166146,0.2281875,0.0009405526,0.002845735,0.00187391,0.0006893635,0.0009946233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004444587,"about_ca_system_score_gemma":0.01043623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01792209,"about_ca_topic_score_gemma":0.01928715,"domain_scores_codex":[0.9873625,0.001860656,0.004662722,0.001163498,0.004449082,0.0005015775],"domain_scores_gemma":[0.9507791,0.026317,0.01092137,0.0009749787,0.010094,0.0009135371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006637718,0.0001285542,0.0955672,0.4711781,0.006840772,0.001099153,0.00206683,0.001232946,0.001890146,0.004197054,0.04717833,0.3679571],"study_design_scores_gemma":[0.0001490353,0.0003395219,0.4291336,0.1838854,0.02005861,0.002511848,0.003764123,0.001149424,0.002133103,0.002964318,0.3536868,0.0002242995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03994178,0.8774501,0.0007463597,0.002941967,0.0003991293,0.0003194455,0.06657927,0.0001756766,0.01144633],"genre_scores_gemma":[0.1139712,0.8470191,0.002115027,0.0005666127,0.0003880002,0.0005459622,0.0338539,0.00005379884,0.001486397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8523327,"threshold_uncertainty_score":0.03563559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415427364878878,"score_gpt":0.3778527665140644,"score_spread":0.2363100300261766,"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."}}