{"id":"W4323318519","doi":"10.3390/su15054645","title":"How the Distribution of Photon Delivery Impacts Crops in Indoor Plant Environments: A Review","year":2023,"lang":"en","type":"review","venue":"Sustainability","topic":"Light effects on plants","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Mitacs","keywords":"Interception; Light intensity; Environmental science; Biomass (ecology); Photosynthesis; Crop; Artificial light; photoperiodism; Leafy; Shade avoidance; Agronomy; Agricultural engineering; Biology; Horticulture; Physics; Ecology; Botany; Optics; Illuminance; Engineering; Arabidopsis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001639657,0.0003450662,0.001265156,0.00001576834,0.00008816298,0.00004434729,0.0005656331,0.0002494702,0.00002691391],"category_scores_gemma":[0.001910646,0.00009654964,0.0004019964,0.000793292,0.0001563343,0.0001155026,0.0002560487,0.0003847855,0.00001401327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008976876,"about_ca_system_score_gemma":0.000127854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008806819,"about_ca_topic_score_gemma":0.0003968424,"domain_scores_codex":[0.9971592,0.0009659933,0.0005964283,0.0004826114,0.0003457663,0.0004499959],"domain_scores_gemma":[0.9979835,0.001151699,0.0004694237,0.0002413432,0.00007093843,0.00008305242],"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":[0.00002198504,0.0002067588,0.0008708318,0.08939674,0.00006073097,0.00005895966,0.00002394599,6.716119e-8,0.000008742636,0.00005304933,0.001565463,0.9077327],"study_design_scores_gemma":[0.00005741001,0.0001232359,0.01100711,0.01485677,0.0001761992,0.000009761836,0.00007198095,8.918965e-7,0.000009826537,0.0002328551,0.9732066,0.0002473504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01568129,0.9783725,1.463307e-7,0.0007551626,0.00006305904,0.003479471,0.001614994,0.00002756659,0.00000588224],"genre_scores_gemma":[0.006653854,0.991138,3.456609e-7,0.0000364234,0.00005202024,0.0002676304,0.001720345,0.000002294052,0.0001290576],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9716411,"threshold_uncertainty_score":0.393718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226472030964378,"score_gpt":0.2735121497503469,"score_spread":0.2412474294407032,"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."}}