{"id":"W2508278394","doi":"10.7748/ns.15.38.24.s43","title":"Out side in","year":2001,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007984351,0.00005396963,0.0001293248,0.00009480345,0.00003190007,0.000003272579,0.00002953828,0.000985314,0.00008667881],"category_scores_gemma":[0.00003527313,0.00004482602,0.00002691982,0.0001254513,0.0001007727,0.00001842133,0.000003572285,0.001034715,0.00003433984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009008993,"about_ca_system_score_gemma":0.00003844032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003645445,"about_ca_topic_score_gemma":0.00001139297,"domain_scores_codex":[0.9995438,0.00000844562,0.00009745692,0.0001084673,0.00008481104,0.0001569906],"domain_scores_gemma":[0.9997944,0.00001026606,0.00001422911,0.0001296971,0.0000182707,0.00003319171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003544738,0.0005674655,0.0579814,0.00004675927,0.0001001649,0.002377427,0.004290768,0.00001715693,0.01803703,0.01995204,0.03723728,0.8558478],"study_design_scores_gemma":[0.01065338,0.001809862,0.0887673,0.003916857,0.0002074291,0.001732079,0.001842127,0.0002472807,0.052636,0.01588611,0.8217421,0.0005594849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.550332,0.00152754,0.002208316,0.1335118,0.0007937636,0.0001988058,0.00000255234,0.0002455737,0.3111797],"genre_scores_gemma":[0.9965343,0.000247414,0.0005703639,0.0005454515,0.00004690441,0.000001190825,0.00000228532,0.000007610815,0.002044483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8552883,"threshold_uncertainty_score":0.7599644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585026594369657,"score_gpt":0.3155784871069781,"score_spread":0.2997282211632816,"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."}}