{"id":"W2520074553","doi":"10.6084/m9.figshare.3823278.v1","title":"New draft item","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007303006,0.0009824281,0.001124168,0.001914375,0.002261041,0.002959004,0.002174662,0.001808547,0.2992366],"category_scores_gemma":[0.03687333,0.000729333,0.0009719085,0.002381995,0.0007457649,0.003365755,0.002526888,0.00341922,0.1424298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400675,"about_ca_system_score_gemma":0.005756465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006503847,"about_ca_topic_score_gemma":0.01297849,"domain_scores_codex":[0.9950036,0.001570691,0.0008125277,0.0005613232,0.001642345,0.0004095],"domain_scores_gemma":[0.9750167,0.004318031,0.0007101674,0.002162417,0.01689411,0.0008986219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003162656,0.0003778283,0.007896659,0.0009735944,0.00002657825,0.0001782679,0.004208157,0.0001310977,0.0006370464,0.007489455,0.8158776,0.1618875],"study_design_scores_gemma":[0.000169928,0.0002146993,0.03494405,0.001026286,0.00003557148,0.0003056394,0.005978781,0.0001721704,0.0006917661,0.005003998,0.9513796,0.00007745658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05171794,0.001232041,0.02095867,0.02089935,0.01109249,0.02846177,0.2336605,0.001840584,0.6301367],"genre_scores_gemma":[0.1261177,0.002245626,0.09916307,0.006459824,0.001064926,0.08181605,0.2167076,0.001288055,0.4651373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7007635,"threshold_uncertainty_score":0.999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07003437202554415,"score_gpt":0.3445940888983776,"score_spread":0.2745597168728335,"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."}}