{"id":"W4416586776","doi":"10.1177/18747655251393927","title":"Scraped data as a source to study the demand for ICT specialists","year":2025,"lang":"en","type":"article","venue":"Statistical Journal of the IAOS","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information and Communications Technology; Key (lock); Quarter (Canadian coin); Data source; Production (economics); Statistical analysis; Official 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03129786,0.00007063628,0.0001931973,0.00004642462,0.0007604589,0.00007353481,0.001384093,0.00004514597,0.0001377681],"category_scores_gemma":[0.08364946,0.00003748236,0.00005659674,0.0002720483,0.0002942821,0.00005899417,0.0002279462,0.0002177718,0.000009026353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003388379,"about_ca_system_score_gemma":0.0005391042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002607004,"about_ca_topic_score_gemma":0.001391414,"domain_scores_codex":[0.9884901,0.01050266,0.0003110392,0.0001338218,0.0003524887,0.0002099009],"domain_scores_gemma":[0.9691099,0.03015104,0.0001290327,0.0003564568,0.0001608054,0.00009275816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.05047909,0.001612901,0.03487873,0.00003000815,0.001998966,0.0001766014,0.06140529,0.0001034538,0.0004750021,0.274552,0.3548067,0.2194813],"study_design_scores_gemma":[0.002038122,0.0006385791,0.5340181,0.00006177976,0.0006038686,0.00002432452,0.01864924,0.00006812881,0.0001354368,0.1473821,0.2961794,0.0002009683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3171701,0.0001957237,0.635585,0.04043594,0.002864556,0.001408271,0.0001572478,0.00001245276,0.002170684],"genre_scores_gemma":[0.9784205,0.00001371186,0.01494175,0.002803495,0.000678675,0.000009535284,0.000001311185,0.000008472248,0.00312256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6612504,"threshold_uncertainty_score":0.9974827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3151975693030931,"score_gpt":0.5448118911508363,"score_spread":0.2296143218477432,"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."}}