{"id":"W2754157749","doi":"10.16995/dscn.10","title":"Chapter 3&lt;/br&gt;ModLabs","year":2016,"lang":"fr","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Humanities; Architecture; Art history; Sociology; Art; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001240546,0.0004665474,0.0004558158,0.00009760844,0.0001730142,0.00008646127,0.000231695,0.0001501545,0.000100438],"category_scores_gemma":[0.0001193427,0.0003628137,0.0002230195,0.0001518698,0.0003030983,0.0005195,0.000218345,0.0001752647,0.001083414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846636,"about_ca_system_score_gemma":0.00004747873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000129593,"about_ca_topic_score_gemma":0.00004642444,"domain_scores_codex":[0.9982266,0.00003367961,0.0004069875,0.0004438683,0.0002768357,0.0006120017],"domain_scores_gemma":[0.9988559,0.0004417638,0.00007275806,0.0002812738,0.0001792477,0.000169058],"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":[0.0001137767,0.0002653422,0.0006178178,0.0005636106,0.002486119,0.0003356525,0.1401265,0.007783658,0.003738898,0.05814778,0.02906794,0.7567529],"study_design_scores_gemma":[0.001401642,0.0003543168,0.0009629785,0.000932153,0.000001459357,0.0001545013,0.01635056,0.000742516,0.003182607,0.2321849,0.7422879,0.001444422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2639929,0.081179,0.419846,0.03888391,0.004300301,0.0008118797,0.0004979754,0.0008667018,0.1896213],"genre_scores_gemma":[0.9783679,0.002361353,0.0001539644,0.0002226347,0.0009146804,0.00005682527,0.00001082321,0.00009347819,0.01781832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7553085,"threshold_uncertainty_score":0.9998824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018246502529175,"score_gpt":0.2227645666754028,"score_spread":0.2045180641462278,"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."}}