{"id":"W4255595050","doi":"10.3390/su13031307","title":"Ecomannerism","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"The Renaissance; Repetition (rhetorical device); Baroque; Architecture; Function (biology); Aesthetics; Sociology; Visual arts; Art; Art history; Philosophy; Biology; Linguistics; Evolutionary biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002368256,0.00008380368,0.00008069597,0.00000496734,0.000132239,0.0000145198,0.0001122691,0.00007006738,0.005334415],"category_scores_gemma":[0.0002703948,0.00008352311,0.0000600585,0.0001382131,0.0002972534,0.0001436417,0.0003240442,0.000172532,0.0004421767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006462015,"about_ca_system_score_gemma":0.00003244768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006746499,"about_ca_topic_score_gemma":0.00003545148,"domain_scores_codex":[0.9990817,0.00008488137,0.0001180582,0.0003042507,0.0001858281,0.0002252607],"domain_scores_gemma":[0.9994377,0.00004022998,0.00002057064,0.0003979437,0.00001469542,0.00008880997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000393912,0.0009573819,0.925436,0.0001182292,0.00001980372,0.0004646972,0.001767917,0.002760634,0.002651359,0.02983131,0.008500986,0.02745225],"study_design_scores_gemma":[0.000160342,0.00002882833,0.4242837,0.000001487892,0.000006604341,0.00001357315,0.0004312501,0.00006662826,0.003702698,0.5086491,0.06247271,0.000183086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9193849,0.00004144175,0.0002020362,0.009672043,0.00009191608,0.0001079446,0.000002417695,0.00005072229,0.07044656],"genre_scores_gemma":[0.9961272,0.000006404627,0.0004247457,0.0007463081,0.00003046216,0.00000935676,0.00000564038,0.0000070788,0.002642802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5011523,"threshold_uncertainty_score":0.9955748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006046729072742676,"score_gpt":0.2330233037736114,"score_spread":0.2269765747008687,"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."}}