{"id":"W4413822860","doi":"10.1109/pvsc59419.2025.11132685","title":"Offshore Floating Solar Photovoltaics for Land Constrained and Diverse Supply Conditions in the United States and Canada","year":2025,"lang":"en","type":"article","venue":"","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaics; Submarine pipeline; Environmental science; Photovoltaic system; Engineering; Oceanography; Geology; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003234427,0.0004010756,0.0003956774,0.0005329588,0.001690299,0.001749543,0.0009887306,0.0005388943,0.003716337],"category_scores_gemma":[0.0007819664,0.0002513193,0.0007837024,0.001096917,0.0004490003,0.0005478899,0.0006403829,0.0004884031,0.0002039338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02878547,"about_ca_system_score_gemma":0.0303472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926217,"about_ca_topic_score_gemma":0.995886,"domain_scores_codex":[0.9997604,0.00002039397,0.000005747136,0.00003240791,0.00007475764,0.0001063541],"domain_scores_gemma":[0.9997216,0.00003829487,0.00001193313,0.000009156385,0.0001724676,0.00004653687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000367611,0.0002238189,0.07984392,0.0002234512,0.0001954362,0.001537875,0.0004220334,0.8369958,0.002741509,0.01674767,0.01897433,0.0417266],"study_design_scores_gemma":[0.0001093038,0.0001212992,0.0688124,0.00009232209,0.0001662064,0.0001600121,0.003097113,0.9040073,0.001509679,0.003973957,0.01782066,0.0001297675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325959,0.001029743,0.004709671,0.001202044,0.00004718437,0.0001560951,0.006159327,0.0001503365,0.0539497],"genre_scores_gemma":[0.9878,0.0005355093,0.002043408,0.0000764497,0.00000246378,0.00002176449,0.001395637,0.00002342919,0.008101341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02878547,"threshold_uncertainty_score":0.2088542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008598090161426557,"score_gpt":0.2220628552715066,"score_spread":0.21346476511008,"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."}}