{"id":"W1910020066","doi":"10.1002/ird.1704","title":"ADVANCES AND CHALLENGES WITH MICRO‐IRRIGATION","year":2013,"lang":"en","type":"article","venue":"Irrigation and Drainage","topic":"Irrigation Practices and Water Management","field":"Agricultural and Biological Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Irrigation; Environmental science; Agricultural engineering; Deficit irrigation; Cropping; Water conservation; Water scarcity; Agriculture; Business; Water resource management; Irrigation management; Engineering; Agronomy; Geography","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":[0.004689083,0.0005210827,0.0006790134,0.0007544574,0.0007834843,0.00330454,0.00246061,0.002756353,0.0105471],"category_scores_gemma":[0.004027138,0.0002791082,0.0005722615,0.00138643,0.002260392,0.005901796,0.00277697,0.002526502,0.003453456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140215,"about_ca_system_score_gemma":0.002544796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002223818,"about_ca_topic_score_gemma":0.003343309,"domain_scores_codex":[0.9982035,0.0004388607,0.0001156197,0.0003324867,0.0007658254,0.0001436379],"domain_scores_gemma":[0.9930533,0.003356959,0.0005176052,0.0005210677,0.002062468,0.0004887346],"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":[0.0001291421,0.0001525671,0.002848802,0.003861702,0.0000605416,0.0004090881,0.0005352118,0.005929099,0.006802785,0.05723865,0.04072171,0.8813106],"study_design_scores_gemma":[0.00001618301,0.0003021786,0.002968616,0.001622763,0.000033255,0.001245338,0.001998691,0.006831393,0.007051962,0.05472059,0.9231119,0.00009695038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02150366,0.7279254,0.04361882,0.1401281,0.003455538,0.00007049025,0.0002507696,0.000491881,0.06255542],"genre_scores_gemma":[0.2621721,0.6506214,0.0454885,0.01043208,0.005116927,0.0001345265,0.0002989303,0.0001455755,0.02559004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0105471,"threshold_uncertainty_score":0.03528357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909921645608605,"score_gpt":0.2032545816675763,"score_spread":0.1841553652114903,"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."}}