{"id":"W2356487028","doi":"","title":"Thinking on Social-Ecological Relationships in Ecological Quarter","year":2003,"lang":"en","type":"article","venue":"Chengshi guihua huikan","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Ecology; Ecological psychology; Ecological study; Ecological systems theory; Meaning (existential); Geography; Sociology; Population; Psychology; Biology; Social psychology; Demography","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":["insufficient_payload"],"category_scores_codex":[0.004170945,0.0001799676,0.0002142601,0.00006021559,0.0004121539,0.00004943901,0.0003405163,0.0004131898,0.01143414],"category_scores_gemma":[0.002544376,0.000157618,0.00008266589,0.0003660416,0.000167382,0.0001304681,0.00009552137,0.0008733714,0.001386386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004826535,"about_ca_system_score_gemma":0.00002027067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001187558,"about_ca_topic_score_gemma":0.0001622476,"domain_scores_codex":[0.9968554,0.001391137,0.000388804,0.0004640219,0.0005009592,0.0003996467],"domain_scores_gemma":[0.9985437,0.0009881597,0.0001102754,0.0002603753,0.00001028643,0.00008724735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003547985,0.001125664,0.8480521,0.00001210583,0.00001750095,0.00005175705,0.007547148,0.002681885,0.001241227,0.1026381,0.03159784,0.004999277],"study_design_scores_gemma":[0.0004631257,0.0001128952,0.9162424,0.000007469271,0.000009185282,0.000005530706,0.000410309,0.0002630338,0.0002315842,0.07164807,0.0103605,0.0002459495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6954145,0.000008412422,0.001079698,0.002183509,0.0002515562,0.0003188759,0.00000135424,0.00009866466,0.3006434],"genre_scores_gemma":[0.9698955,0.000003315338,0.02769172,0.001710493,0.00005473701,0.00006088238,0.000004894539,0.00001385582,0.0005645879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3000788,"threshold_uncertainty_score":0.9993911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211277878340183,"score_gpt":0.346674035085327,"score_spread":0.2255462472513087,"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."}}