{"id":"W4385559632","doi":"10.2139/ssrn.4529682","title":"Ecosystems and Complementary Platforms","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"Renmin University of China; Fundamental Research Funds for the Central Universities; Agence Nationale de la Recherche","keywords":"Ecosystem; Business; Environmental resource management; Environmental science; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008980653,0.0001156378,0.0001389174,0.0002102818,0.0002393151,0.0006302848,0.0001545984,0.00002974933,0.00005615081],"category_scores_gemma":[0.00001142037,0.00009505334,0.00005460451,0.0001888249,0.00001721712,0.003286204,0.0001112424,0.0003941097,0.0006808622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376481,"about_ca_system_score_gemma":0.00008826169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001855454,"about_ca_topic_score_gemma":0.002531184,"domain_scores_codex":[0.9981766,2.93978e-7,0.0002326497,0.0001307019,0.0001017165,0.001358014],"domain_scores_gemma":[0.9997412,0.00001272827,0.0001293693,0.00007722958,0.00002412435,0.00001537257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002350514,0.00001484319,0.01105916,0.00002982889,0.00009143842,0.000006361793,0.00001664834,0.0000429382,0.00001896511,0.9604339,0.003241541,0.02502085],"study_design_scores_gemma":[0.0006262555,0.00002812031,0.001102276,0.00001480952,0.00001670327,0.0001029867,0.004623664,0.003312679,0.000002035912,0.9482295,0.04175112,0.0001898683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901872,0.0001342442,0.00008267674,0.0003009649,0.000314503,0.00008237799,0.000001570194,0.000086761,0.008809691],"genre_scores_gemma":[0.9975771,0.0003734663,0.000004103046,0.0004120058,0.0009668586,0.00000258427,0.00004197011,0.00002114341,0.0006007603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03850957,"threshold_uncertainty_score":0.8751333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461198111368959,"score_gpt":0.203153945218773,"score_spread":0.1885419641050834,"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."}}