{"id":"W4406185174","doi":"10.20944/preprints202501.0347.v1","title":"Using Investments in Solar Photovoltaics as Inflation Hedges","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaics; Inflation (cosmology); Economics; Environmental science; Physics; Photovoltaic system; Astronomy; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005016288,0.0003706047,0.0003848405,0.0003190819,0.0001829159,0.001131189,0.0004598785,0.0004632321,0.001229981],"category_scores_gemma":[0.001582527,0.0002163063,0.0003807333,0.0003889874,0.0001960929,0.0007333964,0.0003000426,0.0003919892,0.0001062679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006000678,"about_ca_system_score_gemma":0.0004703059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006850263,"about_ca_topic_score_gemma":0.008692081,"domain_scores_codex":[0.9998517,0.00006413559,0.000005918861,0.00002343202,0.00003197107,0.00002285637],"domain_scores_gemma":[0.9995623,0.0002444218,0.00008297543,0.00003253339,0.00005313502,0.00002457506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001110791,0.00005210192,0.01338302,0.00004465627,0.00008252732,0.00008579544,0.00003128344,0.9718284,0.001543265,0.002181351,0.0003361926,0.01032029],"study_design_scores_gemma":[0.00003538948,0.0002438786,0.007347078,0.00002422706,0.00007541869,0.00003538678,0.00008745709,0.9859642,0.002192407,0.002437875,0.001538396,0.00001835982],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674192,0.0003910611,0.0149685,0.0003583611,0.00003338226,0.00004299541,0.0003740799,0.0001643859,0.0162481],"genre_scores_gemma":[0.9963594,0.0001127638,0.002768754,0.00002149352,0.000003782887,0.0000100788,0.00007447881,0.00001116881,0.0006380248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006850263,"threshold_uncertainty_score":0.01362079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1710121008078705,"score_gpt":0.35517208022515,"score_spread":0.1841599794172795,"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."}}