{"id":"W4401333514","doi":"10.1080/01639625.2024.2385945","title":"“She’s a Flagger, and I’m a Panner”: Exploring the Intricacies of Flagging, Panhandling, and Street Economies","year":2024,"lang":"en","type":"article","venue":"Deviant Behavior","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Winnipeg; University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Flagging; Economics; Economy; Advertising; Political science; Business; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003780942,0.0001395911,0.0003516679,0.00007541249,0.0004402626,0.0000479623,0.00009282161,0.00008942986,0.00007326742],"category_scores_gemma":[0.00004979313,0.00008460174,0.00004607187,0.0001318585,0.0001218536,0.0001811772,0.0001426667,0.0002950134,0.00001242571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937886,"about_ca_system_score_gemma":0.00006259201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009838192,"about_ca_topic_score_gemma":0.005175437,"domain_scores_codex":[0.9989173,0.000128242,0.0003552354,0.0002204335,0.0001000121,0.0002788211],"domain_scores_gemma":[0.9992183,0.0004432187,0.00007594844,0.0001360272,0.00004887514,0.00007755822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002085127,0.00004224498,0.4719586,0.0007877007,0.00006380594,0.00005186106,0.1171104,3.770928e-7,0.001262022,0.005821015,0.0001020118,0.4027792],"study_design_scores_gemma":[0.0008192768,0.0002366231,0.5556893,0.002200424,0.0005737375,0.00000355626,0.3632266,0.0002874933,0.002504665,0.0006335529,0.07314694,0.0006778973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921764,0.00640437,0.000008700743,0.0002344434,0.0004671263,0.0004109057,0.00005006385,0.00008584613,0.0001621907],"genre_scores_gemma":[0.9960811,0.002920972,0.00004773424,0.00001695679,0.0002416335,0.0004487737,0.000007103445,0.00001601573,0.0002196859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4021012,"threshold_uncertainty_score":0.3449959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09665383845569653,"score_gpt":0.3874311171273004,"score_spread":0.2907772786716039,"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."}}