{"id":"W4409870289","doi":"10.28924/2291-8639-23-2025-103","title":"Behavioral Drivers of Solar Energy Adoption: Implications for Business Analysis and Sustainable Management","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Solar energy; Energy (signal processing); Business; Business management; Environmental economics; Psychology; Economics; Engineering; Mathematics; Business administration; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002725908,0.0002570837,0.0002932789,0.001365394,0.0006222373,0.002494129,0.0004033454,0.0005307921,0.006062089],"category_scores_gemma":[0.01032769,0.000169705,0.0006012302,0.001798932,0.0005225803,0.002065419,0.000615718,0.0008125103,0.0003477568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149288,"about_ca_system_score_gemma":0.002581255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013239,"about_ca_topic_score_gemma":0.01253025,"domain_scores_codex":[0.9991202,0.0004112495,0.00004278025,0.00009173522,0.0002016119,0.0001324455],"domain_scores_gemma":[0.9914938,0.00547816,0.001298876,0.0002445068,0.000887869,0.0005968157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004283724,0.0004300105,0.9566149,0.00007842363,0.00006714468,0.00009198024,0.001666919,0.0009707521,0.0002886583,0.007272334,0.0006379362,0.0318382],"study_design_scores_gemma":[0.000005351394,0.00009451962,0.9623526,0.000112444,0.0000427071,0.00005824312,0.01392582,0.01030986,0.0002814924,0.01022552,0.002567191,0.00002424004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829544,0.0006245961,0.003031863,0.004318534,0.00002635902,0.00008618765,0.000232423,0.0000262658,0.008699262],"genre_scores_gemma":[0.9978881,0.0002935824,0.0009352434,0.00009314343,0.00001583327,0.00003129208,0.00009955306,0.000005093542,0.0006380921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01013239,"threshold_uncertainty_score":0.02027971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005644038329213392,"score_gpt":0.2629979508097289,"score_spread":0.2573539124805155,"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."}}