{"id":"W4366232652","doi":"10.5281/zenodo.7838107","title":"Towards a cohesive understanding of ecological complexity","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Ecology; Psychology; 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":["insufficient_payload"],"category_scores_codex":[0.000442089,0.00008519235,0.0001019518,0.00009367026,0.001013635,0.00008929713,0.0004737384,0.00004047141,0.03894051],"category_scores_gemma":[0.0001954387,0.00008469649,0.00003428851,0.0006479095,0.0004581903,0.0001374896,0.001609231,0.00009877399,0.01095249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005448263,"about_ca_system_score_gemma":0.00000126407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004366622,"about_ca_topic_score_gemma":5.547054e-7,"domain_scores_codex":[0.9988774,0.0001167999,0.000156317,0.0002332947,0.0003023028,0.0003138756],"domain_scores_gemma":[0.9996375,0.00001699912,0.00005872738,0.0001674876,0.00001487115,0.0001043892],"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":[0.0001971437,0.0005916356,0.001195664,0.0001499508,0.0001084124,0.0001247671,0.009264621,0.001709903,0.01957964,0.04599214,0.8137918,0.1072943],"study_design_scores_gemma":[0.0007645069,0.0003316948,0.1793498,0.00001531921,0.00001316778,0.00004114531,0.005997022,0.001406952,0.001283002,0.01682776,0.7936318,0.0003378489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5828855,0.000004175193,0.001235229,0.001092269,0.0000523214,0.0003778283,0.00006323494,0.0005683503,0.4137211],"genre_scores_gemma":[0.9983392,0.00002599468,0.0001828534,0.00008543817,0.00001884392,3.29036e-8,0.0003181114,0.0002342906,0.0007952772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154537,"threshold_uncertainty_score":0.9898176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021502872693451,"score_gpt":0.2648689896036888,"score_spread":0.1627187023343437,"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."}}