{"id":"W4407364679","doi":"10.1079/searchrxiv.2025.00868","title":"Systematic Search: Social Media (ERIC).","year":2025,"lang":"de","type":"preprint","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Mount Royal University","funders":"","keywords":"Social media; Political science; Computer science; Data science; Information retrieval; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01844455,0.002550032,0.007320852,0.02204902,0.001734388,0.005645669,0.002479581,0.003405944,0.2958003],"category_scores_gemma":[0.1282762,0.002167923,0.002189987,0.03221379,0.001229805,0.005198085,0.00500538,0.002326038,0.07530991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304628,"about_ca_system_score_gemma":0.0223648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007290793,"about_ca_topic_score_gemma":0.01070274,"domain_scores_codex":[0.9842975,0.0062896,0.004665788,0.001875804,0.002218934,0.0006523829],"domain_scores_gemma":[0.9277331,0.04803615,0.005657046,0.006865941,0.008439234,0.003268613],"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":[0.0008209271,0.00005529679,0.0006309713,0.08741053,0.001029931,0.0001754818,0.0006766249,0.000216474,0.0008806289,0.007596511,0.8085435,0.09196319],"study_design_scores_gemma":[0.003472061,0.0003556198,0.007664007,0.05050417,0.002799577,0.0004875338,0.001008583,0.00191683,0.002460408,0.04304769,0.8858557,0.0004278016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00372733,0.0442828,0.02499389,0.01342536,0.002916877,0.009368841,0.8069867,0.03509402,0.05920414],"genre_scores_gemma":[0.07970805,0.06455591,0.2156465,0.007665784,0.002984545,0.1016582,0.4066785,0.02480195,0.09630065],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7041997,"threshold_uncertainty_score":0.9895506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07089726581992749,"score_gpt":0.3734485355457918,"score_spread":0.3025512697258643,"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."}}