{"id":"W4234490036","doi":"10.4000/communication.2231","title":"Marc-François BERNIERet al., Pratiques novatrices en communication publique. Journalisme, relations publiques et publicité","year":2007,"lang":"fr","type":"article","venue":"Communication","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01183548,0.000415434,0.0005211208,0.0004514573,0.003003728,0.001072729,0.002350331,0.0007114836,0.0009650162],"category_scores_gemma":[0.00300925,0.0004665997,0.0002636889,0.002349616,0.001649473,0.004441087,0.0007908176,0.001704001,0.0001372649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157844,"about_ca_system_score_gemma":0.0008157702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04570731,"about_ca_topic_score_gemma":0.1035789,"domain_scores_codex":[0.9924912,0.004016394,0.001321388,0.0004178989,0.0009329616,0.0008201345],"domain_scores_gemma":[0.9917564,0.003224932,0.001171087,0.001626475,0.001888635,0.0003324611],"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":[0.00001166954,0.0002690794,0.003393545,0.00002015254,0.000126048,9.938591e-7,0.04147464,0.000004617594,0.00001540596,0.5655057,0.374767,0.01441109],"study_design_scores_gemma":[0.0003504308,0.00006865589,0.03386099,0.0002275354,0.00009194003,0.000004439427,0.009388247,0.000129415,0.00002957118,0.05467591,0.9007255,0.0004473261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0132364,0.2646779,0.002426469,0.451856,0.0007835459,0.0007459855,0.00004397909,0.0003466545,0.2658831],"genre_scores_gemma":[0.6196851,0.2947723,0.01889774,0.01118801,0.0006069405,0.000126752,0.000596103,0.00009322196,0.05403381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6064487,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04042031544921575,"score_gpt":0.3318542304531037,"score_spread":0.2914339150038879,"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."}}