{"id":"W4289547226","doi":"10.2139/ssrn.4178641","title":"Use It or What?","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Business; Computer science","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":[0.005378218,0.000309238,0.0003420232,0.001672693,0.00382347,0.01053448,0.000614075,0.002607065,0.03653109],"category_scores_gemma":[0.01674193,0.0002537903,0.0003873382,0.001924477,0.00883555,0.01567091,0.00321954,0.004448929,0.01100894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862527,"about_ca_system_score_gemma":0.004176003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007359438,"about_ca_topic_score_gemma":0.01179543,"domain_scores_codex":[0.9959272,0.00198888,0.0001195738,0.0003520689,0.0009375755,0.0006747097],"domain_scores_gemma":[0.9932145,0.00254159,0.0005133559,0.0007520789,0.001182972,0.001795491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004109351,0.0001115561,0.01646274,0.0001567928,0.00003361733,0.0002142284,0.06198062,0.00004126886,0.0003361568,0.4754137,0.3118899,0.1333182],"study_design_scores_gemma":[0.000007041126,0.00002052571,0.004661687,0.0003751824,0.00001779024,0.0002405453,0.080209,0.00008259571,0.0002146261,0.09642451,0.8177208,0.00002580867],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02398723,0.005681875,0.001687658,0.4030362,0.004692966,0.00002731338,0.000355769,0.00007416889,0.5604568],"genre_scores_gemma":[0.5977697,0.0104929,0.001041617,0.1020769,0.002121446,0.0001375999,0.000353014,0.0002509595,0.2857558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03653109,"threshold_uncertainty_score":0.1222087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952974217023981,"score_gpt":0.2777018324323371,"score_spread":0.2581720902620973,"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."}}