{"id":"W3131053535","doi":"10.1093/oso/9780197535585.003.0001","title":"Introduction","year":2021,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00007037795,0.0001615551,0.0001966088,0.00005020523,0.0003758081,0.00006131879,0.0003065185,0.0003750092,0.0007518207],"category_scores_gemma":[0.000008594438,0.0001924618,0.0001320275,0.000006966056,0.0002532821,0.0001440233,0.0001368457,0.0003267848,0.000002702458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002354282,"about_ca_system_score_gemma":0.0001932861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003407939,"about_ca_topic_score_gemma":0.0002930256,"domain_scores_codex":[0.9990436,0.00003372564,0.00008611604,0.0003203275,0.0003083916,0.0002078276],"domain_scores_gemma":[0.999362,0.00001270445,0.0001396273,0.0002663525,0.0001278689,0.00009144058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001450223,0.000001773907,0.000001546163,0.00001056421,0.00004212405,0.00004837987,0.0008387333,0.00000150017,0.000006317746,0.937062,0.05609097,0.005881647],"study_design_scores_gemma":[0.000112015,0.00001178298,0.000005202215,0.00003275906,0.00005947865,0.000001517371,0.0003258657,4.117574e-7,0.00005442868,0.001416276,0.9977737,0.0002065743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004335767,0.00005952678,0.00004152279,0.000303978,0.0006934123,0.0001312306,0.00004441074,0.00007804359,0.9986045],"genre_scores_gemma":[0.0001409853,0.0007495292,0.000120209,0.00005545439,0.001862492,1.403083e-7,0.00003187181,0.00001694828,0.9970224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9416827,"threshold_uncertainty_score":0.823191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566778325132036,"score_gpt":0.2063486211237928,"score_spread":0.1906808378724724,"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."}}