{"id":"W3185359027","doi":"10.4000/communicationorganisation.9660","title":"LEHMANN, Valérie et COLOMB, Valérie (dir.), 2020. L’innovation collective. Quand créer avec devient essentiel","year":2021,"lang":"fr","type":"article","venue":"Communication et organisation","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; Musée de la Civilisation","funders":"","keywords":"Political science; Humanities; Philosophy","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00314978,0.0002872399,0.0003638374,0.00007614103,0.001669051,0.0005291564,0.0007571014,0.0003748597,0.003344204],"category_scores_gemma":[0.001704559,0.0003454012,0.0001235932,0.004174659,0.0007716567,0.001448169,0.0003306255,0.0005155805,0.0003384484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001236079,"about_ca_system_score_gemma":0.003199628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587288,"about_ca_topic_score_gemma":0.02346669,"domain_scores_codex":[0.9947122,0.002444925,0.0007867967,0.0005730783,0.001006568,0.0004764865],"domain_scores_gemma":[0.9960225,0.0007261961,0.000873652,0.0008464384,0.001392997,0.0001381846],"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":[0.00002696957,0.0008348502,0.007853858,0.00006878451,0.00009757619,0.000006549995,0.1166376,0.0002006746,0.002262323,0.6703473,0.1868843,0.01477918],"study_design_scores_gemma":[0.001118932,0.0001175526,0.1104984,0.0002669302,0.0001369864,0.00001176158,0.03123208,0.0009611735,0.003254615,0.09158842,0.760024,0.0007891976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3369533,0.0376905,0.01060989,0.4632297,0.004697087,0.001541402,0.0001316051,0.0002782896,0.1448683],"genre_scores_gemma":[0.9142742,0.01721642,0.001866114,0.003963592,0.0002498038,0.00005928052,0.0003010954,0.00004073388,0.06202883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.578759,"threshold_uncertainty_score":0.9998998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06254573141277488,"score_gpt":0.3506108158619264,"score_spread":0.2880650844491516,"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."}}