{"id":"W4236578010","doi":"10.1017/s1431927605150211","title":"Microscopy and Microanalysis: An International Journal for the Biological and Physical Sciences","year":2005,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Phone; Art history; Art; Computer science; Philosophy","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":[0.01250083,0.001950908,0.002811157,0.005272721,0.002527011,0.01389184,0.002431367,0.004553703,0.04656801],"category_scores_gemma":[0.0123146,0.001017218,0.001296908,0.005495823,0.006889312,0.00883768,0.004209663,0.0094409,0.02898515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253647,"about_ca_system_score_gemma":0.008645833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006898751,"about_ca_topic_score_gemma":0.001074117,"domain_scores_codex":[0.9904191,0.001581127,0.001101889,0.001273242,0.005142559,0.0004820823],"domain_scores_gemma":[0.9660631,0.007179978,0.002622834,0.00350505,0.01600656,0.004622375],"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":[0.0001307859,0.0001128822,0.0007352327,0.002801898,0.00008846353,0.0002475762,0.0002778842,0.0001629496,0.007958781,0.03172524,0.5243397,0.4314187],"study_design_scores_gemma":[0.0000046182,0.00002179656,0.000390257,0.0002815331,0.0000124103,0.0004373173,0.00009047867,0.0001336845,0.0004062125,0.004245648,0.9939623,0.00001352728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001649398,0.6531894,0.02199498,0.05657075,0.1914893,0.0002354516,0.0005302443,0.001152182,0.07318825],"genre_scores_gemma":[0.01725675,0.6128528,0.02927929,0.013765,0.1312266,0.0004154533,0.001133692,0.001244953,0.1928256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04656801,"threshold_uncertainty_score":0.1557855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693590110307453,"score_gpt":0.3134013894248522,"score_spread":0.2964654883217777,"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."}}