{"id":"W6967188814","doi":"10.5281/zenodo.10408841","title":"MANAGEMENT DE LA DIGITALISATION DES SERVICES MUNICIPAUX: INFLUENCE SUR L'INTELLIGENCE COLLECTIVE CITOYENNE ET LA RESILIENCE D'INNOVATION SOCIALE","year":2023,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Historical and Religious Studies of Rome","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Service (business); Lien; Resilience (materials science); Context (archaeology); Work (physics)","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001319889,0.0001839338,0.0001646852,0.0003609007,0.005406153,0.001528038,0.0006746008,0.0000961134,0.001046086],"category_scores_gemma":[0.0004453608,0.0001968411,0.00005372968,0.00124598,0.00119895,0.0005858066,0.0009559313,0.0002822758,0.003182146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000547189,"about_ca_system_score_gemma":0.00001481983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000657524,"about_ca_topic_score_gemma":0.00002032982,"domain_scores_codex":[0.9978042,0.0006325264,0.0003325535,0.000375607,0.0003811933,0.0004739563],"domain_scores_gemma":[0.9983447,0.0001834111,0.0001522453,0.0002361296,0.0009903018,0.00009320297],"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":[0.00008209261,0.0003210309,0.00002379816,0.0008550814,0.0001698967,0.00009789515,0.0814872,0.002635438,0.0001598075,0.6646755,0.1012933,0.148199],"study_design_scores_gemma":[0.0001830107,0.0001572091,0.002212021,0.0002347095,0.00002869653,0.00002201636,0.00790725,0.0004635262,0.00003310991,0.01759783,0.9709384,0.0002222519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1850632,0.0008630543,0.001105658,0.001751088,0.0002718109,0.0005477006,0.0003467176,0.0009184915,0.8091323],"genre_scores_gemma":[0.8928113,0.007285572,0.0001770907,0.0002443244,0.0002741658,6.268323e-7,0.0006087186,0.0007076501,0.09789053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8696451,"threshold_uncertainty_score":0.9998671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012476678171119,"score_gpt":0.2625012006108839,"score_spread":0.2323764338291728,"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."}}