{"id":"W233406955","doi":"","title":"Catherine Saouter, Images et sociétés. Le progrès, les médias, la guerre. Montréal, Les Presses universitaires de Montréal, coll. Paramètres, 2003, 183 p.","year":2004,"lang":"fr","type":"article","venue":"Questions de communication","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183085,0.002124912,0.0009410428,0.003753773,0.005569817,0.006271863,0.002557464,0.003901779,0.02056284],"category_scores_gemma":[0.002561302,0.001029785,0.0004130518,0.006697985,0.005042193,0.008697814,0.001330329,0.003758067,0.006102885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01424837,"about_ca_system_score_gemma":0.009898807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5797942,"about_ca_topic_score_gemma":0.7947311,"domain_scores_codex":[0.9991236,0.0003005598,0.00004408917,0.0001112711,0.0002987062,0.0001217921],"domain_scores_gemma":[0.9979122,0.0009506496,0.0002036193,0.00007629623,0.0005590111,0.0002981859],"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":[0.0000559584,0.00002863112,0.001239934,0.001086924,0.00003220492,0.0002577983,0.01347921,0.0001216464,0.0002190722,0.03188624,0.8680095,0.08358289],"study_design_scores_gemma":[0.00001283912,0.00000942907,0.007703397,0.001360025,0.00001948728,0.0002344909,0.006885182,0.00006234729,0.0001644827,0.006966203,0.9765579,0.00002415189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004321001,0.9532458,0.0002181183,0.03135893,0.001123952,0.000009255386,0.0001809926,0.00003931883,0.01339156],"genre_scores_gemma":[0.03115229,0.8564996,0.001018942,0.01018667,0.003808719,0.00006274799,0.0002993574,0.0001451535,0.09682645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5797942,"threshold_uncertainty_score":0.845361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05258322096701234,"score_gpt":0.3239403803372289,"score_spread":0.2713571593702166,"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."}}