{"id":"W6960383770","doi":"10.1371/journal.pdig.0000729.s001","title":"Marketing technique descriptions and examples.","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influencer marketing; Social media; Food marketing; Social media marketing; Product (mathematics); Digital media; Social marketing; Descriptive statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001995452,0.001354216,0.0004799437,0.005601472,0.001009003,0.00282263,0.001375204,0.001419348,0.3337758],"category_scores_gemma":[0.008147836,0.0004060531,0.000599549,0.006875183,0.0005728091,0.004252533,0.001933528,0.00157664,0.2040745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075718,"about_ca_system_score_gemma":0.001374327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003718434,"about_ca_topic_score_gemma":0.005938493,"domain_scores_codex":[0.9981629,0.0004809637,0.0002206001,0.0001402618,0.0008308672,0.0001643528],"domain_scores_gemma":[0.9969733,0.001340325,0.000259818,0.000245731,0.001002454,0.0001784028],"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":[0.00012648,0.00009676642,0.0005303448,0.001474462,0.000005522707,0.0001904322,0.001246492,0.00009702303,0.0008557001,0.01282021,0.747039,0.2355177],"study_design_scores_gemma":[0.000003257234,0.00001479395,0.0003391011,0.0001459345,0.000001134059,0.0001282944,0.0001638963,0.00003267141,0.00007614143,0.0005369502,0.9985532,0.000004511047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00407559,0.01626485,0.01134987,0.005980084,0.004827909,0.001510062,0.04426647,0.004877205,0.906848],"genre_scores_gemma":[0.02660961,0.02711125,0.03172493,0.01043853,0.002310277,0.002810661,0.0461264,0.004294421,0.848574],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3337758,"threshold_uncertainty_score":0.950288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126622070489528,"score_gpt":0.2381972979747053,"score_spread":0.21693107726981,"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."}}