{"id":"W7135736260","doi":"","title":"Klimafreundliche Transformationspfade:Die Transformation multiperspektivisch planen","year":2024,"lang":"de","type":"report","venue":"WU Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Process (computing); Transformation (genetics); Work (physics); Current (fluid)","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.03081231,0.002156593,0.002340207,0.009221938,0.001942001,0.003072211,0.003028135,0.003413475,0.004624107],"category_scores_gemma":[0.00205175,0.002101199,0.001496738,0.006377534,0.002000379,0.002300361,0.0004460001,0.01636465,0.3607047],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007949045,"about_ca_system_score_gemma":0.01119951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003500813,"about_ca_topic_score_gemma":0.001929572,"domain_scores_codex":[0.9670091,0.003466927,0.004092749,0.003116717,0.0169046,0.005409917],"domain_scores_gemma":[0.9869533,0.002278452,0.0005174477,0.003158507,0.005528676,0.001563678],"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":[0.002590261,0.003561876,0.0002152431,0.05113216,0.009643015,0.005178052,0.1443412,0.0009032773,0.03401675,0.01223387,0.56937,0.1668143],"study_design_scores_gemma":[0.002066689,0.0006444851,0.0002123718,0.00411688,0.00102279,0.0004531224,0.008443967,0.007341709,0.004179217,0.001292819,0.9680896,0.002136337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01174587,0.09623999,0.000692934,0.01041086,0.004822319,0.01411181,0.02100028,0.00199113,0.8389848],"genre_scores_gemma":[0.7477081,0.07744741,0.0008114404,0.00009334585,0.00649717,0.004731088,0.04161268,0.003226258,0.1178726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7359622,"threshold_uncertainty_score":0.9993573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.232964054481487,"score_gpt":0.4597798659730591,"score_spread":0.2268158114915721,"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."}}