{"id":"W4377970298","doi":"10.1109/iccci56745.2023.10128313","title":"Smart Use of Solar Radiation in Agriculture Purpose","year":2023,"lang":"en","type":"article","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Radiation; Computer science; Agriculture; Environmental science; Remote sensing; Physics; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536013,0.00004837045,0.00006982071,0.0001342627,0.00002129289,0.00005355601,0.000188757,0.00004652178,0.00001488971],"category_scores_gemma":[0.00006932079,0.00003925926,0.00002884143,0.001078277,0.000006951007,0.0004360039,0.00004927177,0.00005766388,0.00009500807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001625951,"about_ca_system_score_gemma":0.00002416113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002089102,"about_ca_topic_score_gemma":0.0001426548,"domain_scores_codex":[0.9994586,0.00003788039,0.0001363816,0.0001252242,0.0001350956,0.0001068012],"domain_scores_gemma":[0.999627,0.0000764708,0.00003895338,0.0001885072,0.00003363705,0.00003546202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001618008,0.0003131792,0.3936146,0.00006478756,0.00004008323,0.00005663692,0.009075482,0.007878837,0.06945277,0.1521235,0.2267199,0.1406441],"study_design_scores_gemma":[0.0004614954,0.00004552784,0.6148204,0.0000102455,0.000002213198,0.000003701914,0.00004988111,0.2092833,0.03492833,0.00148308,0.1387222,0.0001896802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8608157,0.00009506277,0.1302792,0.002658294,0.001246053,0.0007410087,0.00001345877,0.000878986,0.003272211],"genre_scores_gemma":[0.990713,0.00008880162,0.006313486,0.0006090142,0.00002382625,0.00001241844,0.00002288545,0.000005116945,0.002211431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2212057,"threshold_uncertainty_score":0.1600946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676030926706738,"score_gpt":0.2364300165829797,"score_spread":0.2096697073159123,"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."}}