{"id":"W4412447180","doi":"10.1016/j.plaphe.2025.100089","title":"Predictive modeling, pattern recognition, and spatiotemporal representations of plant growth in simulated and controlled environments: A comprehensive review","year":2025,"lang":"en","type":"review","venue":"Plant Phenomics","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008946574,0.001355712,0.001705998,0.00192754,0.0001866414,0.001275301,0.001402593,0.001256693,0.002307635],"category_scores_gemma":[0.002127556,0.0005346037,0.001111625,0.002640289,0.0004440841,0.001795573,0.0006633556,0.001142671,0.001232368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163432,"about_ca_system_score_gemma":0.00127363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792173,"about_ca_topic_score_gemma":0.002242946,"domain_scores_codex":[0.9997761,0.00003634219,0.0000299053,0.00006569477,0.00007898558,0.00001301452],"domain_scores_gemma":[0.9988909,0.0007951132,0.00008520774,0.00004371153,0.0001598206,0.00002523708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004253539,0.00007070917,0.0005644138,0.0169289,0.0002425588,0.0001026299,0.00006130036,0.01487752,0.001952983,0.01435027,0.01447513,0.9363311],"study_design_scores_gemma":[0.00002680923,0.0002626604,0.00282009,0.008510965,0.0008472357,0.001093649,0.0001555726,0.03083705,0.00368821,0.0323449,0.9192041,0.0002086702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005784369,0.9851906,0.01176016,0.0004224666,0.0001798581,0.00001419772,0.0001797077,0.0001011134,0.001573457],"genre_scores_gemma":[0.003893347,0.9902613,0.004809191,0.0001234746,0.0002171374,0.00002278915,0.0002676445,0.0000157727,0.0003893935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002792173,"threshold_uncertainty_score":0.007719755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04761456098982948,"score_gpt":0.2551926187414029,"score_spread":0.2075780577515734,"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."}}