{"id":"W2884627311","doi":"10.11575/prism/34996","title":"CRP EcoPlan Strategies Catalogue: Summary description","year":2017,"lang":"en","type":"article","venue":"Open MIND","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001858396,0.0001023158,0.0001438528,0.00004052961,0.0002114332,0.0008742342,0.0006823721,0.0001394174,0.001032328],"category_scores_gemma":[0.00007414303,0.0001092723,0.00001977542,0.00002619806,0.00005561756,0.001054728,0.0001778242,0.0001501115,0.0005291773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317462,"about_ca_system_score_gemma":0.0001341328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005010354,"about_ca_topic_score_gemma":0.002014693,"domain_scores_codex":[0.9994057,0.00001628674,0.0001340687,0.0001492201,0.00005075693,0.0002439992],"domain_scores_gemma":[0.9993936,0.00002440317,0.00004389482,0.000457004,0.00002443129,0.0000565962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000231907,0.0001560893,0.00919357,0.0001301989,0.000389484,0.001338137,0.002654936,0.0728116,0.007198907,0.001396258,0.1369446,0.7675543],"study_design_scores_gemma":[0.00278832,0.0002150524,0.03297923,0.00009863098,0.00008362681,0.00008547366,0.007739888,0.01511829,0.008927266,0.002630265,0.9282879,0.001046044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7941699,0.00005147912,0.00008030151,0.0001263044,0.000930457,0.0002980843,0.00002966458,0.00001062814,0.2043032],"genre_scores_gemma":[0.9964811,0.000009699575,0.0005139409,0.000005815379,0.0001605624,0.00001948958,0.00006947861,0.00001783563,0.002722077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7913433,"threshold_uncertainty_score":0.9998809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06966235656474072,"score_gpt":0.2985659999775094,"score_spread":0.2289036434127686,"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."}}