{"id":"W4405497443","doi":"10.2139/ssrn.5061657","title":"Experimental Impacts of Transparency on Strawberry Agrivoltaics Using Thin Film Photovoltaic Modules Under Low Light Conditions","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Berry genetics and cultivation research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Transparency (behavior); Photovoltaic system; Optoelectronics; Materials science; Engineering physics; Thin film; Environmental science; Optics; Nanotechnology; Computer science; Electrical engineering; Engineering; Physics; Computer security","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":[0.0001557055,0.0002806297,0.0001977312,0.0001770656,0.0003986955,0.0004640783,0.0002991194,0.0004051516,0.00462845],"category_scores_gemma":[0.0004175995,0.0002029657,0.0002315029,0.0002124757,0.0003031991,0.0002835525,0.0003842661,0.0005561209,0.0003846073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003662402,"about_ca_system_score_gemma":0.000215806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508162,"about_ca_topic_score_gemma":0.001543328,"domain_scores_codex":[0.9997726,0.0000259839,0.000009091349,0.00005478938,0.00006751071,0.00007009407],"domain_scores_gemma":[0.9995276,0.0002018706,0.00007109503,0.00005306091,0.00009304952,0.00005330833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000618857,0.00008774806,0.00077806,0.00005426601,0.000008395203,0.00007303681,0.00008527135,0.0003762553,0.9966685,0.00006008561,0.00005667245,0.001132768],"study_design_scores_gemma":[0.00001999157,0.0006124136,0.007072077,0.000006269311,0.00002467481,0.00003040108,0.00007144156,0.001118363,0.9906504,0.00004007359,0.0003453318,0.000008506332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987436,0.00006102495,0.0004110465,0.00001535615,0.000007846583,0.000009590665,0.0001548757,0.00002383198,0.0005728932],"genre_scores_gemma":[0.9984258,0.00007677729,0.0004342138,0.00001778153,0.000003352627,0.00001601513,0.0001073991,0.00002449474,0.0008940429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00462845,"threshold_uncertainty_score":0.01548368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098565853297782,"score_gpt":0.2966248331310841,"score_spread":0.2656391745981063,"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."}}