{"id":"W4399491664","doi":"10.5325/utopianstudies.35.1.0304","title":"Hopeful and Just Futures Across Scales: <i>Situated Solar Relations: Rethinking Scale for the Renewable Energy Age</i> / Solar Media Collective, Concordia University, Tio’tia:Ke (Montréal), Canada, May 11, 2023","year":2024,"lang":"en","type":"article","venue":"Utopian Studies","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Futures contract; Situated; Renewable energy; Scale (ratio); Sociology; Environmental science; Environmental economics; Media studies; Economics; Engineering; Geography; Computer science; Electrical engineering; Cartography; Artificial intelligence; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003563681,0.000201822,0.0002508457,0.00002159479,0.001695514,0.0001026535,0.0002342783,0.00009674615,0.00006521434],"category_scores_gemma":[0.000195083,0.000161651,0.00006922542,0.0004553107,0.0006238255,0.0002498144,0.0004506777,0.0001422984,0.000004539979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186699,"about_ca_system_score_gemma":0.0001194943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5092126,"about_ca_topic_score_gemma":0.9920006,"domain_scores_codex":[0.9985586,0.00007849699,0.0001797941,0.0004613028,0.0003000854,0.0004217248],"domain_scores_gemma":[0.9987066,0.0008597465,0.00007235155,0.0002340072,0.00005164587,0.00007564708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002188033,0.00008217101,0.07945573,0.0004676563,0.0005831904,0.0004372971,0.1303706,0.003762903,0.000313784,0.00126335,0.776827,0.006217524],"study_design_scores_gemma":[0.0005846164,0.0000533946,0.04634402,0.0001240107,0.0001496156,0.00001242455,0.2272309,0.001099799,0.0003496056,0.002191714,0.721467,0.0003929276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496135,0.02928462,0.000642137,0.01300998,0.001639892,0.0008951954,0.0007879855,0.0001786345,0.003948085],"genre_scores_gemma":[0.9193756,0.006110914,0.0001940233,0.0007062518,0.0002052831,0.00005742524,0.00002965705,0.00003118579,0.07328969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.482788,"threshold_uncertainty_score":0.9996042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063296458934692,"score_gpt":0.2405986543324232,"score_spread":0.2199656897430763,"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."}}