{"id":"W6999637455","doi":"","title":"10 + 1 designers : Commerce design Montréal","year":2004,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001862605,0.001568343,0.0005509324,0.00248274,0.00855878,0.01210997,0.001607982,0.003316337,0.4628773],"category_scores_gemma":[0.002115691,0.001309378,0.0005230897,0.003534042,0.002938997,0.004188504,0.00309133,0.002420809,0.07868274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01916593,"about_ca_system_score_gemma":0.01862173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3829645,"about_ca_topic_score_gemma":0.7268847,"domain_scores_codex":[0.9984353,0.0003506674,0.00004817648,0.0003302009,0.0005949532,0.0002406445],"domain_scores_gemma":[0.9982954,0.0001927199,0.00006311655,0.0001351326,0.0006093224,0.0007044472],"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":[0.00005166656,0.0001066294,0.001820786,0.000187768,0.000007072917,0.0001861514,0.001809237,0.000343448,0.0009080661,0.123871,0.6910402,0.179668],"study_design_scores_gemma":[0.000005320351,0.000012948,0.000794342,0.00003192247,0.000002892398,0.00005261209,0.0003636563,0.0001162216,0.0001706714,0.001688068,0.9967525,0.000008830285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003687976,0.008976502,0.004386123,0.01798941,0.003342012,0.00007142533,0.0007782693,0.001113569,0.9596547],"genre_scores_gemma":[0.007960279,0.001357911,0.0009785536,0.0004298679,0.0002322686,0.00001449615,0.0001363194,0.0001569912,0.9887332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4628773,"threshold_uncertainty_score":0.7661403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967288074227652,"score_gpt":0.2355253720958679,"score_spread":0.2058524913535913,"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."}}