{"id":"W4392141534","doi":"","title":"Vivre la pluie autrement : le design urbain sous le regard du design industriel","year":2019,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Architectural and Urban Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Perspective (graphical); Urban design; Architectural engineering; Computer science; Environmental planning; Engineering; Environmental science; Urban planning; Civil engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00449284,0.0004435299,0.0004666019,0.0001519529,0.00194936,0.0006081298,0.0008095705,0.0002191352,0.0009702041],"category_scores_gemma":[0.0004545282,0.0004274775,0.0002283305,0.0002036264,0.0008637668,0.0003142581,0.0005752165,0.0005801259,0.0003918426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345566,"about_ca_system_score_gemma":0.0004775525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005560225,"about_ca_topic_score_gemma":0.001624463,"domain_scores_codex":[0.9905896,0.007121536,0.0005625964,0.0006639817,0.0004264519,0.0006358976],"domain_scores_gemma":[0.9947621,0.002551948,0.0003628098,0.001071441,0.001046552,0.0002051655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009221567,0.001145547,0.0007988575,0.0001524348,0.0003125515,0.00002085975,0.09023256,0.000601953,0.0006556773,0.7351637,0.1224489,0.04837468],"study_design_scores_gemma":[0.0013125,0.000006264397,0.0003942615,0.001109466,0.00008048704,0.0000193451,0.003165665,0.007234038,0.007839865,0.006278752,0.9719308,0.0006285478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02652508,0.02800398,0.2538451,0.1600014,0.001376629,0.00217077,0.0001576906,0.0005517828,0.5273675],"genre_scores_gemma":[0.5203475,0.001083835,0.008153662,0.000257469,0.0001415246,0.00006772644,0.0000527042,0.00006640756,0.4698292],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8494819,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894882852567453,"score_gpt":0.1964514122170901,"score_spread":0.1675025836914155,"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."}}