{"id":"W4415897592","doi":"10.62986/bk2023.01","title":"How Modern is Philippine Agriculture and Fisheries? The Agriculture and Fisheries Modernization Act after a Quarter Century","year":2023,"lang":"","type":"book","venue":"Philippine Institute for Development Studies eBooks","topic":"Fisheries and Aquaculture Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Modernization theory; Quarter (Canadian coin); Sustainable Agriculture Innovation Network; Fisheries law; Irrigated agriculture","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0004506674,0.00246486,0.002274853,0.00009178496,0.005247408,0.001421761,0.0008039181,0.001008191,0.00007463638],"category_scores_gemma":[0.000278459,0.0009715921,0.0005472904,0.0004130743,0.00260522,0.0009025558,0.001839624,0.0009726984,0.00001013233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196521,"about_ca_system_score_gemma":0.0001515482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005736934,"about_ca_topic_score_gemma":0.007361895,"domain_scores_codex":[0.9932569,0.000118956,0.001445946,0.002466966,0.001094874,0.001616318],"domain_scores_gemma":[0.9966837,0.0003418518,0.0009545197,0.0003752721,0.001273209,0.0003714597],"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":[0.001418695,0.0003944569,0.001978018,0.006242818,0.01288847,0.0001225616,0.147905,0.0000153149,0.002394289,0.001695686,0.4651466,0.3597981],"study_design_scores_gemma":[0.001027136,0.0005494204,0.007864835,0.001117142,0.0006681173,0.00005175499,0.01155226,0.0000372444,0.0001441255,0.001775439,0.9730183,0.002194185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2213979,0.175146,0.0005233493,0.5017155,0.01889164,0.03693895,0.01178354,0.002753248,0.03084985],"genre_scores_gemma":[0.08579308,0.06191917,0.001265421,0.006737064,0.008217058,0.006863356,0.003935321,0.0001329203,0.8251366],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7942868,"threshold_uncertainty_score":0.9996148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0379463470440794,"score_gpt":0.2273366782043826,"score_spread":0.1893903311603032,"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."}}