{"id":"W4413239337","doi":"10.1007/978-3-662-70586-5_2","title":"Wie Ökologen arbeiten","year":2025,"lang":"de","type":"book-chapter","venue":"","topic":"Environmental Science and Technology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Allison University","funders":"","keywords":"History","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":[0.0007950875,0.0009021268,0.0003943208,0.001300672,0.003440809,0.006806761,0.0005983858,0.002605317,0.06113326],"category_scores_gemma":[0.001469811,0.0004730679,0.0003178437,0.001601486,0.002893201,0.005657185,0.003114971,0.004745209,0.05683224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002626258,"about_ca_system_score_gemma":0.001852436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004193018,"about_ca_topic_score_gemma":0.009095629,"domain_scores_codex":[0.9992508,0.0002114565,0.00002882563,0.0001425618,0.0001920728,0.0001743367],"domain_scores_gemma":[0.9997775,0.00006377119,0.00002519981,0.00004517606,0.00005103291,0.00003739887],"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":[0.00002494616,0.00002147069,0.0001595237,0.0001376907,0.000008072037,0.0001562185,0.002123346,0.0001648988,0.0005240992,0.6161683,0.2947632,0.08574825],"study_design_scores_gemma":[9.451835e-7,0.000001092946,0.00004073687,0.00004435215,0.000001207194,0.00003427919,0.0002047268,0.00001081799,0.00006561403,0.01483713,0.9847562,0.000002999905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008482106,0.02043154,0.002037891,0.01313403,0.005120876,0.00001398992,0.0001717744,0.0001268102,0.958115],"genre_scores_gemma":[0.01650019,0.01752689,0.001471048,0.005328296,0.001058829,0.00005075418,0.0002099766,0.0002388483,0.9576151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06113326,"threshold_uncertainty_score":0.2045112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004936392240819278,"score_gpt":0.2071288124834981,"score_spread":0.2021924202426788,"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."}}