{"id":"W1978177896","doi":"10.1515/mfir.2005.179","title":"Analog, Digital or Both?","year":2005,"lang":"en","type":"article","venue":"Microform and Imaging Review","topic":"Art History and Market Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Quarter (Canadian coin); Computer science; Publishing; Resource (disambiguation); Digital library; Electronic publishing; Telecommunications; The Internet; Political science; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001342302,0.0001108035,0.0002186068,0.00004426427,0.0002736658,0.0001358209,0.00007572015,0.00000744825,0.0042235],"category_scores_gemma":[0.00001822046,0.00007432816,0.00009368928,0.00002825795,0.0001474655,0.000585929,0.00003676713,0.00005806526,0.0002242388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001994034,"about_ca_system_score_gemma":0.00001555953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001441551,"about_ca_topic_score_gemma":0.00009785404,"domain_scores_codex":[0.9994302,0.000009807062,0.0002022871,0.000141627,0.00005728202,0.0001587587],"domain_scores_gemma":[0.9997205,0.00001717266,0.00005736387,0.0001230935,0.00003005675,0.00005180499],"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":[0.000005578069,0.00002311561,0.0002195854,0.0004882372,0.00002570947,0.00000464658,0.00119682,9.167672e-9,0.00001186354,0.003244998,0.2458177,0.7489617],"study_design_scores_gemma":[0.00007497474,0.00001054194,0.00001707346,0.0004065182,0.00008258888,0.00001787965,0.0001570938,0.00001741744,0.000003448033,0.00007149205,0.9990143,0.0001266772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002260227,0.4999849,0.0001371739,0.005123137,0.0002007896,0.0002568762,0.00004091843,0.0001346472,0.4918613],"genre_scores_gemma":[0.3826521,0.2213968,0.0004421733,0.03337992,0.001963532,0.00003844074,0.0001357318,0.00006739817,0.359924],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7531966,"threshold_uncertainty_score":0.9966868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521121671935355,"score_gpt":0.227143180520694,"score_spread":0.2119319638013404,"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."}}