{"id":"W6906636578","doi":"10.17605/osf.io/5xvd3","title":"Mini Labs Method Registration","year":2021,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Data collection; Software; Field (mathematics); Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009004768,0.0001654969,0.0002264482,0.0003460506,0.0001170648,0.001042129,0.007401012,0.0003391003,0.001122263],"category_scores_gemma":[0.0007188027,0.0001619689,0.00003305416,0.002332462,0.0001806598,0.0002498504,0.001395012,0.0003882548,0.00013046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006510731,"about_ca_system_score_gemma":0.000783829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133473,"about_ca_topic_score_gemma":0.00003380756,"domain_scores_codex":[0.9982471,0.00003992905,0.0001648683,0.0008485814,0.000390963,0.000308547],"domain_scores_gemma":[0.9974432,0.00008432595,0.0001705343,0.002111287,0.00007782389,0.0001128256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.588306e-7,0.00002841992,0.00001293675,0.00001290463,0.000005650674,0.000008052433,0.0001170665,0.000005588168,0.0001475025,0.7117942,0.2549955,0.03287202],"study_design_scores_gemma":[0.0000391036,0.00001620757,0.00008389642,0.0002605927,0.000002519344,0.0000199613,0.00002770794,0.0008692251,0.0007709395,0.0115174,0.9861507,0.0002417861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[9.584084e-7,0.0002056954,0.5631033,0.002477222,0.00152729,0.0001501914,9.668147e-7,0.0001982066,0.4323362],"genre_scores_gemma":[0.0001168788,0.00002802405,0.6599491,0.000439344,0.00009831932,0.00003060111,0.000002829296,0.00003871848,0.3392962],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7311552,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826354307116507,"score_gpt":0.3752927617658514,"score_spread":0.3470292186946863,"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."}}