{"id":"W6959555772","doi":"10.11575/prism/49498","title":"Introducing \"The Seeker\": Bridging Service and Information Gaps for Professional Immigrants","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Service (business); Settlement (finance); Bridging (networking); Process (computing); Bridge (graph theory)","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":[0.008088173,0.0004167671,0.0005390951,0.003078371,0.02077263,0.0131248,0.001965275,0.002407187,0.00508313],"category_scores_gemma":[0.01213349,0.0003365793,0.0003816256,0.002805914,0.007361869,0.007350654,0.01379511,0.001889135,0.00067998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01749108,"about_ca_system_score_gemma":0.113282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3898961,"about_ca_topic_score_gemma":0.7418447,"domain_scores_codex":[0.9963845,0.001710584,0.0001421465,0.0001830848,0.0008222515,0.0007572993],"domain_scores_gemma":[0.9921777,0.003485443,0.0004678176,0.0004019835,0.001693796,0.001773353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001550495,0.0002709548,0.0154121,0.003545755,0.00004886681,0.00359211,0.5900527,0.000248785,0.002714987,0.0420832,0.04838214,0.2934934],"study_design_scores_gemma":[0.00002055562,0.0001144152,0.005933021,0.003391904,0.00008290396,0.0004847878,0.7122533,0.0002726034,0.001098117,0.006688499,0.2696022,0.00005751381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6880459,0.02272252,0.008725995,0.1252174,0.001421538,0.001011297,0.0009767043,0.0004995734,0.151379],"genre_scores_gemma":[0.9485221,0.01100185,0.0139449,0.009949562,0.0001302772,0.0003825357,0.0003862602,0.0001006282,0.01558185],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3898961,"threshold_uncertainty_score":0.7752534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045868884073714,"score_gpt":0.2466956232677625,"score_spread":0.2262369344270254,"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."}}