{"id":"W4311656759","doi":"10.5281/zenodo.7444062","title":"How to Win Big in the best educational videos for 4 year olds Industry","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Business; Data science; Mathematics education; Psychology","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":[0.001561517,0.0008225164,0.0002794421,0.001192032,0.005710081,0.006387966,0.001145661,0.002441868,0.145374],"category_scores_gemma":[0.005746036,0.0002969616,0.000421636,0.0004982008,0.001325263,0.008019069,0.00478985,0.002778525,0.06438023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120698,"about_ca_system_score_gemma":0.002026232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008903933,"about_ca_topic_score_gemma":0.0429161,"domain_scores_codex":[0.9991117,0.000258748,0.00002381813,0.00006817469,0.0002709479,0.0002665436],"domain_scores_gemma":[0.9967694,0.0003195275,0.0001092199,0.0001334125,0.0005940268,0.002074486],"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":[0.00005148072,0.0002041054,0.0006454297,0.0001141167,0.000006109672,0.0003990743,0.005366019,0.00004877579,0.0006115895,0.00599431,0.8586912,0.1278677],"study_design_scores_gemma":[0.00001287611,0.00004482513,0.0009296881,0.0002166369,0.000005278299,0.0003144464,0.0148364,0.00009192522,0.000469545,0.003016838,0.9800286,0.00003293691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03259987,0.004555644,0.01766613,0.1139019,0.0116221,0.0008005474,0.002607923,0.005852971,0.8103929],"genre_scores_gemma":[0.1672089,0.005454973,0.03686555,0.01689044,0.002087381,0.0005374316,0.002753058,0.0030419,0.7651604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.854626,"threshold_uncertainty_score":0.4863245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07899786826616392,"score_gpt":0.2616749825643659,"score_spread":0.182677114298202,"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."}}