{"id":"W4411128163","doi":"10.71420/ijref.v2i5.113","title":"Crowdfunding et intelligence artificielle : étude critique du cadre juridique marocain","year":2025,"lang":"fr","type":"article","venue":"International Journal of Research in Economics and Finance","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Privy Council Office","funders":"","keywords":"Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01795016,0.0007661851,0.001187655,0.004621709,0.004149324,0.01543415,0.003134089,0.003121431,0.008339816],"category_scores_gemma":[0.04073003,0.0006135897,0.001101412,0.00577369,0.01300127,0.01073717,0.004552696,0.004206915,0.0008354811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01358356,"about_ca_system_score_gemma":0.01164244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03854948,"about_ca_topic_score_gemma":0.03100596,"domain_scores_codex":[0.9832374,0.009208039,0.0004382984,0.001682667,0.004821964,0.0006117374],"domain_scores_gemma":[0.9674557,0.02482445,0.001821622,0.001799143,0.003513169,0.0005859012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008328312,0.00004967417,0.00448008,0.0006912481,0.00005478529,0.0001767132,0.01861084,0.0120282,0.0003844232,0.8602449,0.008226879,0.09496907],"study_design_scores_gemma":[0.00008401385,0.0001532041,0.01408427,0.002568,0.00009805591,0.0004250071,0.03850431,0.07208624,0.002228544,0.4440226,0.4255218,0.0002239816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1505726,0.02433197,0.3833554,0.07187425,0.001221563,0.0007590353,0.0009599861,0.0008625965,0.3660626],"genre_scores_gemma":[0.8647417,0.008346633,0.09034305,0.00189908,0.000388614,0.0008496592,0.0003287485,0.0002045546,0.03289792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03854948,"threshold_uncertainty_score":0.0985561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365347561660929,"score_gpt":0.3413964512446679,"score_spread":0.3077429756280586,"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."}}