{"id":"W6942197886","doi":"10.1371/journal.pone.0296920.s001","title":"Complaint categories pre-defined by the City of Vancouver.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Complaint; Categorization; Typology; Product (mathematics); Identification (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007311539,0.0006333976,0.0004580589,0.003842692,0.002340412,0.002256114,0.001082322,0.0007953137,0.2151356],"category_scores_gemma":[0.006813895,0.0002759316,0.0003260719,0.006697389,0.0005947766,0.0008772919,0.001306121,0.0009330511,0.04033752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004778387,"about_ca_system_score_gemma":0.008620649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5413318,"about_ca_topic_score_gemma":0.7446924,"domain_scores_codex":[0.9990814,0.00008329457,0.000107709,0.00008671637,0.0003569385,0.0002839784],"domain_scores_gemma":[0.9922001,0.0009568424,0.0004043269,0.0002670598,0.005369269,0.0008024539],"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":[0.00006979646,0.00002210793,0.006154557,0.000409636,0.000003706577,0.00007797369,0.001108177,0.00005665084,0.0001978971,0.001509309,0.9738473,0.01654276],"study_design_scores_gemma":[0.00003914142,0.00002420963,0.08685914,0.0007588928,0.00001357675,0.0001174475,0.009649836,0.000146515,0.0006497369,0.0006165334,0.9010873,0.00003765655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01318601,0.0003061282,0.000958558,0.001473681,0.0009152862,0.001090556,0.8085302,0.0008994302,0.1726402],"genre_scores_gemma":[0.08977945,0.0008368478,0.007665975,0.0014871,0.0001934786,0.002866547,0.554193,0.00137048,0.3416071],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4586682,"threshold_uncertainty_score":0.9227389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248460585127913,"score_gpt":0.2245584251891375,"score_spread":0.2020738193378584,"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."}}