{"id":"W3004065956","doi":"10.14322/publons.r5621485","title":"10.14322/publons.r5621485","year":2000,"lang":"en","type":"peer-review","venue":"Time to knit","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Socioeconomics; Sociology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005818265,0.0003574805,0.0006455255,0.00009287127,0.0003177657,0.0001552645,0.001041678,0.0004465143,0.9971365],"category_scores_gemma":[0.0002926302,0.0003274039,0.0002390995,0.0004419594,0.0001549065,0.0002003842,0.0001066893,0.0004555566,0.9668331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995303,"about_ca_system_score_gemma":0.0005453203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001823106,"about_ca_topic_score_gemma":0.00003412595,"domain_scores_codex":[0.9973112,0.0002042359,0.0003630711,0.000502329,0.0009626774,0.0006564476],"domain_scores_gemma":[0.9987191,0.00006307225,0.0001865728,0.0005409947,0.000181255,0.0003090106],"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":[0.000005802216,0.000009673518,2.976748e-8,0.00009484817,0.000019253,0.00000574458,0.00006853761,9.176333e-7,2.018965e-7,0.000004299834,0.7511094,0.2486813],"study_design_scores_gemma":[0.00007115753,0.00004315111,0.000003995125,0.001038354,0.00008247935,0.000002034981,0.000002038619,4.193811e-7,0.00000120775,0.00003649326,0.9982966,0.0004220756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.458168e-7,0.00766003,1.328516e-7,0.04134423,0.0001064828,0.0005933167,0.0005192885,0.0001497283,0.949626],"genre_scores_gemma":[2.36991e-7,0.0004417273,0.00004926959,0.002479782,0.002310296,0.000048984,0.0003845218,0.00004830632,0.9942369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2482592,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215981842562957,"score_gpt":0.2524933616608275,"score_spread":0.2403335432351979,"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."}}