{"id":"W6986387398","doi":"","title":"Performing with Technology","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanity; Loneliness; Sound (geography); Gentrification; Set (abstract data type)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003628283,0.0001500778,0.0003344157,0.00003419055,0.0005486602,0.0003331331,0.001578188,0.00008149527,0.003911842],"category_scores_gemma":[0.00007139154,0.00005536311,0.0000765987,0.002558593,0.0001377563,0.0004305772,0.0008559861,0.0002168714,0.00006203062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002277194,"about_ca_system_score_gemma":0.000006638139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005049872,"about_ca_topic_score_gemma":0.0004381761,"domain_scores_codex":[0.9987463,0.00003035988,0.0003223144,0.0002924356,0.0002848797,0.0003236546],"domain_scores_gemma":[0.9991893,0.000217203,0.0002419344,0.0001043407,0.0001337616,0.0001134992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003502792,0.00009682291,0.4348508,0.00000894982,0.00006448683,0.00001069574,0.00001589933,0.00001540317,0.2191363,0.0003768871,0.01210456,0.3332841],"study_design_scores_gemma":[0.0001016223,0.00002312281,0.8672718,0.00007769326,0.00002098451,0.000007303157,0.0002469233,0.00002929001,0.005176608,0.003961363,0.122875,0.0002083067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919921,0.001801825,0.000008199258,0.003121803,0.00006499732,0.0002555278,0.00002903237,0.0001027818,0.002623789],"genre_scores_gemma":[0.9948012,0.00451964,0.00005756207,0.0001603485,0.000126278,0.00006902622,0.00001023907,0.000002504325,0.0002532543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.432421,"threshold_uncertainty_score":0.9969987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2649188503878834,"score_gpt":0.519202021121037,"score_spread":0.2542831707331535,"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."}}