{"id":"W7071611665","doi":"","title":"Studying Irregular Migration through Crime Science: Insights into Smuggling and Trafficking on the Central Mediterranean Route to Europe","year":2024,"lang":"en","type":"dissertation","venue":"UCL Discovery (University College London)","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irregular migration; Situational ethics; Agency (philosophy); Human trafficking; Quarter (Canadian coin); Mediterranean climate; Forced migration; Baseline (sea); Refugee","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":[],"consensus_categories":[],"category_scores_codex":[0.001904378,0.0003873482,0.0002661387,0.002600911,0.00259698,0.003788464,0.0007908432,0.0007022119,0.002241925],"category_scores_gemma":[0.003790287,0.0001721768,0.0002478434,0.002682632,0.004231668,0.002978893,0.002643552,0.0008872249,0.0002195452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002234899,"about_ca_system_score_gemma":0.001370974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415782,"about_ca_topic_score_gemma":0.03245956,"domain_scores_codex":[0.9988181,0.0007843144,0.00004174205,0.0000999809,0.0001283198,0.0001273904],"domain_scores_gemma":[0.9976132,0.001384283,0.0005774526,0.0001314347,0.0001721465,0.0001213856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004506795,0.0000713886,0.08370076,0.0004346977,0.00003138593,0.001472806,0.8310322,0.0009640715,0.0006686414,0.02921656,0.003281492,0.04908085],"study_design_scores_gemma":[0.000002207997,0.00003313279,0.06492819,0.0003818197,0.000008049893,0.000347582,0.8943936,0.0007606572,0.0002695493,0.00467776,0.03418082,0.00001666304],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781671,0.0008329592,0.003836412,0.00166525,0.00003094544,0.00004898623,0.00016401,0.00001796843,0.01523657],"genre_scores_gemma":[0.9921784,0.001381242,0.003274673,0.0002204901,0.00001372292,0.00005439852,0.0001548181,0.00002608071,0.002696109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415782,"threshold_uncertainty_score":0.02815086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854545085060638,"score_gpt":0.2647900688213011,"score_spread":0.2462446179706947,"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."}}