{"id":"W7024489481","doi":"","title":"A situated, cooperative and decentralized approach for MR Brain scan interpretation","year":2004,"lang":"fr","type":"other","venue":"OpenGrey (Institut de l'Information Scientifique et Technique)","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Segmentation; Image segmentation; Pattern recognition (psychology); Interpretation (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":[0.0008582547,0.0005972101,0.0005684979,0.0007923719,0.0008164996,0.001718263,0.001402143,0.001134253,0.002494699],"category_scores_gemma":[0.001981033,0.0003702286,0.0005726243,0.0006011821,0.0009264112,0.001489473,0.001614769,0.0007964567,0.0006497444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009587965,"about_ca_system_score_gemma":0.001219936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005694994,"about_ca_topic_score_gemma":0.006769642,"domain_scores_codex":[0.9991887,0.0002487949,0.00003724363,0.0002521296,0.0001918165,0.0000813032],"domain_scores_gemma":[0.9991382,0.0003187153,0.00009623611,0.0001803397,0.0001725971,0.00009388378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004267598,0.0002412928,0.00238689,0.000289163,0.0001387431,0.001140028,0.001414898,0.3999369,0.07818194,0.07236945,0.004645923,0.4388279],"study_design_scores_gemma":[0.0000202341,0.00009565429,0.000685557,0.0000201746,0.00003946236,0.0002403772,0.0001995935,0.9543654,0.008352849,0.02836445,0.007581147,0.00003527486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009891441,0.0002002191,0.9861283,0.0001921176,0.00002761499,0.00004593533,0.00002655328,0.0006575087,0.002830322],"genre_scores_gemma":[0.5048051,0.0004435801,0.4840474,0.0001146971,0.00008073442,0.0001297947,0.0001046862,0.0001637369,0.01011026],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005694994,"threshold_uncertainty_score":0.01132369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201092286394983,"score_gpt":0.2518503973531778,"score_spread":0.2398394744892279,"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."}}