{"id":"W4416932622","doi":"10.20944/preprints202512.0070.v1","title":"Who Gets a Piece of the [Solar] PIE? An Exploratory Analysis of Participation, Inclusivity, and Equity in Halifax, Nova Scotia’s Solar Energy Transition","year":2025,"lang":"","type":"preprint","venue":"Preprints.org","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Impact Fund","keywords":"Exploratory analysis; Equity (law); Exploratory research; Context (archaeology); Nova scotia; Government (linguistics); Solar energy; Renewable energy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005561128,0.0006893651,0.002086176,0.0009609447,0.00057423,0.0000752519,0.002216597,0.001037848,0.0006915769],"category_scores_gemma":[0.001221852,0.0007254017,0.0008181708,0.004104893,0.001808432,0.0009366404,0.004824383,0.0007762269,0.000004898563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000781592,"about_ca_system_score_gemma":0.001899206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2340531,"about_ca_topic_score_gemma":0.7075127,"domain_scores_codex":[0.9898587,0.003541731,0.002142839,0.00182898,0.001753881,0.0008738758],"domain_scores_gemma":[0.9942375,0.000450828,0.0019441,0.001947762,0.001100163,0.0003196141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002241009,0.001548257,0.7514707,0.0005005962,0.002049454,0.000004408799,0.1430696,0.07420614,0.008025686,0.00385921,0.00001047492,0.01503133],"study_design_scores_gemma":[0.0009752318,0.00006694422,0.878503,0.001056228,0.003101131,2.644323e-7,0.01883188,0.0075702,0.07597808,0.01256476,0.0003552843,0.0009969793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905509,0.0005347379,0.00200192,0.0009615988,0.0007853984,0.0007110781,0.0001773131,0.0000492821,0.004227741],"genre_scores_gemma":[0.9968914,0.002135163,0.00008829076,0.0002715731,0.0001675611,0.0001189653,0.00005442865,0.00003334451,0.0002392451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4734595,"threshold_uncertainty_score":0.9995197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128643079108713,"score_gpt":0.3956374158224647,"score_spread":0.2827731079115934,"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."}}