{"id":"W4392528635","doi":"","title":"CSR in Lebanon : Realities & Perspectives","year":2016,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department for Environment, Food and Rural Affairs, UK Government; Ministry of Agriculture - Saskatchewan","keywords":"Political science; Corporate social responsibility; Public relations","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01547315,0.0005479939,0.0006882645,0.0003122758,0.0008041194,0.0004524764,0.002143816,0.0006560668,0.002973156],"category_scores_gemma":[0.003396885,0.000597672,0.0003109214,0.0005276011,0.002041998,0.0004448379,0.001319134,0.0008568447,0.001006038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001999611,"about_ca_system_score_gemma":0.001263525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0145155,"about_ca_topic_score_gemma":0.03950887,"domain_scores_codex":[0.9811823,0.0148953,0.0009941609,0.001353381,0.0006560411,0.0009188191],"domain_scores_gemma":[0.9907058,0.004595045,0.0008114774,0.001921471,0.00165896,0.0003072061],"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":[0.000009131642,0.00035542,0.01088725,0.00006252896,0.00007678918,0.000002712173,0.2808469,0.000006010467,0.000160228,0.6784503,0.002960788,0.02618194],"study_design_scores_gemma":[0.001201543,4.453447e-7,0.03307214,0.005235177,0.00005734474,0.000006188277,0.03296327,0.0001866656,0.002135107,0.1712618,0.7523383,0.001541993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2297805,0.003522677,0.01008985,0.105111,0.001213622,0.0007644117,0.00009618875,0.0002478787,0.6491739],"genre_scores_gemma":[0.5397216,0.009724304,0.0297624,0.0001843342,0.0001747479,0.0002269961,0.000174254,0.00008959052,0.4199418],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7493775,"threshold_uncertainty_score":0.9997718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457181361512187,"score_gpt":0.2697276231404913,"score_spread":0.2451558095253694,"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."}}