{"id":"W4399597717","doi":"","title":"Constructor Information Theory","year":2024,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006727439,0.001247872,0.001285201,0.004506523,0.002367601,0.00922078,0.002013943,0.003238741,0.00849521],"category_scores_gemma":[0.01082948,0.0005361711,0.001536072,0.00503185,0.01587676,0.01260632,0.003288144,0.004945613,0.002926074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00579606,"about_ca_system_score_gemma":0.003096579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003347772,"about_ca_topic_score_gemma":0.001298985,"domain_scores_codex":[0.9924157,0.003507786,0.000564558,0.001050252,0.00208744,0.0003742568],"domain_scores_gemma":[0.992709,0.004546793,0.000351016,0.001314238,0.0008853151,0.0001935727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001823557,0.000001615385,0.00001899136,0.00002510452,0.000002852823,0.000008216128,0.00007432303,0.0001549293,0.00001487324,0.9971033,0.0007018535,0.001892163],"study_design_scores_gemma":[0.000003999119,0.000004445032,0.00002936599,0.00004670535,0.000004453441,0.00003516355,0.00003314247,0.0008501115,0.0000564581,0.9751943,0.02373645,0.000005403542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00399727,0.02137299,0.743467,0.0213363,0.001031257,0.0001858455,0.001088799,0.0004487388,0.2070717],"genre_scores_gemma":[0.5593752,0.03164927,0.3488758,0.0067976,0.004796133,0.001251256,0.002082584,0.0003960785,0.04477616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00922078,"threshold_uncertainty_score":0.04205358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00923794768990374,"score_gpt":0.2191880065308401,"score_spread":0.2099500588409364,"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."}}