{"id":"W4402359006","doi":"10.2139/ssrn.4921467","title":"&lt;div&gt; Circular Ecosystem Development and the Recyclate Initiative&lt;/div&gt;","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Development (topology); Ecosystem; Mathematics; Biology; Ecology; Mathematical analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001253717,0.0005653562,0.0009616714,0.00123741,0.001234687,0.003798643,0.0009590106,0.00273288,0.2679347],"category_scores_gemma":[0.005188187,0.0003121875,0.0003872191,0.002943155,0.0009940852,0.003525001,0.00178353,0.001482734,0.05000904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004313604,"about_ca_system_score_gemma":0.002423952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01916341,"about_ca_topic_score_gemma":0.02271716,"domain_scores_codex":[0.9995432,0.00008432028,0.0000256333,0.0001004486,0.0001816873,0.00006474932],"domain_scores_gemma":[0.9979923,0.0007377265,0.0001786371,0.0003310837,0.0004798148,0.0002804036],"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":[0.00006584988,0.00003025871,0.0004271897,0.0001123433,0.00001430232,0.00004374482,0.0001174407,0.000434983,0.00009704631,0.307813,0.6071215,0.08372238],"study_design_scores_gemma":[0.00006422558,0.00001593234,0.00227416,0.0001519512,0.00001590138,0.00006752476,0.0002107154,0.003695914,0.0008060285,0.247005,0.7456627,0.00002996919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007691054,0.002975013,0.01557165,0.0738997,0.002887343,0.0001029426,0.01955947,0.002627297,0.8746856],"genre_scores_gemma":[0.2095055,0.004093026,0.01452991,0.002318779,0.001318618,0.0001716234,0.009770386,0.003769175,0.754523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2679347,"threshold_uncertainty_score":0.8963309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004329271663112,"score_gpt":0.2127104863239116,"score_spread":0.2026671936072805,"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."}}