{"id":"W7098621659","doi":"","title":"From: Robert Dupuis <dupuis.robert@uqam.ca>","year":2007,"lang":"en","type":"article","venue":"","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Software; Computer software; Term (time); Conjunction (astronomy)","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":["insufficient_payload"],"category_scores_codex":[0.0009376205,0.000694465,0.00060777,0.0009922358,0.002441821,0.003594871,0.0007756903,0.001723703,0.7815744],"category_scores_gemma":[0.004857143,0.0004713183,0.0001876154,0.001127691,0.001018408,0.001918511,0.001345388,0.001178418,0.6085611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238137,"about_ca_system_score_gemma":0.003079163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05737011,"about_ca_topic_score_gemma":0.1078845,"domain_scores_codex":[0.9991857,0.00007511683,0.00004221922,0.0001411582,0.0004817751,0.00007396608],"domain_scores_gemma":[0.996735,0.000614801,0.000142295,0.0001963617,0.001550251,0.0007612135],"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":[0.00001320504,0.00001109641,0.0001625177,0.00004867182,5.330677e-7,0.00003276755,0.0001090161,0.0000347025,0.0001796919,0.00178914,0.9373593,0.06025934],"study_design_scores_gemma":[0.000002896064,0.000005702725,0.0002528928,0.00002874894,7.897853e-7,0.00004329912,0.00006843977,0.00004827847,0.0001598729,0.0002361915,0.9991492,0.000003729175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001038863,0.002278543,0.002816671,0.01377793,0.00202015,0.0001551049,0.003354714,0.002679047,0.9718789],"genre_scores_gemma":[0.004346057,0.0007949313,0.00165176,0.0009648182,0.0001304569,0.00002975478,0.0006003898,0.000490662,0.9909912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2184256,"threshold_uncertainty_score":0.3115575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565070001350646,"score_gpt":0.2441146681938336,"score_spread":0.2184639681803271,"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."}}