{"id":"W4321843944","doi":"10.1109/icatiece56365.2022.10047377","title":"A Review on Women Safety in India using Machine Learning on Different Social Media Platform","year":2022,"lang":"en","type":"review","venue":"","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Social media; Harassment; Feeling; Action (physics); Face (sociological concept); Internet privacy; Public relations; Advertising; Psychology; Sociology; Political science; Computer science; Social psychology; Business; World Wide Web; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008507065,0.0007686288,0.002852036,0.0004720407,0.0001840009,0.00002947657,0.0003566565,0.0003247341,0.001688394],"category_scores_gemma":[0.00008143255,0.0006060291,0.0004891885,0.0006453808,0.00001663353,0.00005720979,0.0001049898,0.002171043,0.0001092089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002747908,"about_ca_system_score_gemma":0.00009039349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002336902,"about_ca_topic_score_gemma":0.000024488,"domain_scores_codex":[0.9969563,0.0002779903,0.001181931,0.0004339754,0.0004641853,0.0006855435],"domain_scores_gemma":[0.9987221,0.0006176169,0.0002370909,0.0002880621,0.000008624392,0.0001265149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001438673,0.00003906046,0.000003204162,0.06226759,0.0001210575,0.00002966893,0.0004568621,0.0001769943,1.265361e-7,0.0001145989,0.0001753368,0.9366011],"study_design_scores_gemma":[0.0003037738,0.00007614128,0.00001121509,0.03742761,0.0001069412,0.00001076766,0.00003978336,0.0008466778,1.933994e-7,0.000004329334,0.9605505,0.0006220385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008626138,0.9924986,0.000007588216,0.000006721339,0.0008529126,0.001026262,0.00007589906,0.0002689951,0.00517678],"genre_scores_gemma":[0.0001367436,0.9982215,0.000006559924,0.00009759841,0.0004507816,0.0002504302,0.0005111011,0.0001838065,0.0001414457],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9603752,"threshold_uncertainty_score":0.9996391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05989230054447917,"score_gpt":0.2908858568812055,"score_spread":0.2309935563367263,"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."}}